Finding interesting rules from large sets of discovered association rules
CIKM '94 Proceedings of the third international conference on Information and knowledge management
An effective hash-based algorithm for mining association rules
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
Beyond market baskets: generalizing association rules to correlations
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Exploratory mining and pruning optimizations of constrained associations rules
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Efficiently mining long patterns from databases
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Integrating association rule mining with relational database systems: alternatives and implications
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Efficient mining of emerging patterns: discovering trends and differences
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
A tree projection algorithm for generation of frequent item sets
Journal of Parallel and Distributed Computing - Special issue on high-performance data mining
Discovery of Frequent Episodes in Event Sequences
Data Mining and Knowledge Discovery
ICDE '97 Proceedings of the Thirteenth International Conference on Data Engineering
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Scalable Techniques for Mining Causal Structures
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
An Efficient Algorithm for Mining Association Rules in Large Databases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Efficient Mining of Partial Periodic Patterns in Time Series Database
ICDE '99 Proceedings of the 15th International Conference on Data Engineering
Depth first generation of long patterns
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Can we push more constraints into frequent pattern mining?
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
FreeSpan: frequent pattern-projected sequential pattern mining
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Scalable association-based text classification
Proceedings of the ninth international conference on Information and knowledge management
Algorithms for association rule mining — a general survey and comparison
ACM SIGKDD Explorations Newsletter
A condensed representation to find frequent patterns
PODS '01 Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Efficient computation of Iceberg cubes with complex measures
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Mining frequent patterns by pattern-growth: methodology and implications
ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
Mining patterns in long sequential data with noise
ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
Mining frequent patterns with counting inference
ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
Real world performance of association rule algorithms
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient runtime generation of association rules
Proceedings of the tenth international conference on Information and knowledge management
Proceedings of the tenth international conference on Information and knowledge management
E-business enterprise data mining
Tutorial notes of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Scalable frequent-pattern mining methods: an overview
Tutorial notes of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Towards long pattern generation in dense databases
ACM SIGKDD Explorations Newsletter
An evolutionary algorithm to discover numeric association rules
Proceedings of the 2002 ACM symposium on Applied computing
Optimizing relational store for e-catalog queries: a data mining approach
Proceedings of the 2002 ACM symposium on Applied computing
A parameterised algorithm for mining association rules
ADC '01 Proceedings of the 12th Australasian database conference
Classifying text documents by associating terms with text categories
ADC '02 Proceedings of the 13th Australasian database conference - Volume 5
Mining long sequential patterns in a noisy environment
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Constrained frequent pattern mining: a pattern-growth view
ACM SIGKDD Explorations Newsletter
Exploiting succinct constraints using FP-trees
ACM SIGKDD Explorations Newsletter
ACM SIGKDD Explorations Newsletter
Discovery in multi-attribute data with user-defined constraints
ACM SIGKDD Explorations Newsletter
Mining sequential patterns with constraints in large databases
Proceedings of the eleventh international conference on Information and knowledge management
Using conjunction of attribute values for classification
Proceedings of the eleventh international conference on Information and knowledge management
Bottom-Up Association Rule Mining in Relational Databases
Journal of Intelligent Information Systems - Special issue on data warehousing and knowledge discovery
Mining hybrid sequential patterns and sequential rules
Information Systems
A lattice-based approach for I/O efficient association rule mining
Information Systems - Databases: Creation, management and utilization
Pincer-Search: An Efficient Algorithm for Discovering the Maximum Frequent Set
IEEE Transactions on Knowledge and Data Engineering
A pattern decomposition algorithm for data mining of frequent patterns
Knowledge and Information Systems
Axiomatization of frequent itemsets
Theoretical Computer Science
Alternative Interest Measures for Mining Associations in Databases
IEEE Transactions on Knowledge and Data Engineering
Synthesizing High-Frequency Rules from Different Data Sources
IEEE Transactions on Knowledge and Data Engineering
Supporting Efficient Parametric Search of E-Commerce Data: A Loosely-Coupled Solution
EDBT '02 Proceedings of the 8th International Conference on Extending Database Technology: Advances in Database Technology
Scalable, Distributed and Dynamic Mining of Association Rules
HiPC '00 Proceedings of the 7th International Conference on High Performance Computing
Axiomatization of Frequent Sets
ICDT '01 Proceedings of the 8th International Conference on Database Theory
Computing Association Rules Using Partial Totals
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Efficiently Mining Approximate Models of Associations in Evolving Databases
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Finding Association Rules with Some Very Frequent Attributes
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Mining Frequent Itemsets Using Support Constraints
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Deriving High Confidence Rules from Spatial Data Using Peano Count Trees
WAIM '01 Proceedings of the Second International Conference on Advances in Web-Age Information Management
Extract Frequent Pattern from Simple Graph Data
WAIM '02 Proceedings of the Third International Conference on Advances in Web-Age Information Management
Towards Efficient Re-mining of Frequent Patterns upon Threshold Changes
WAIM '02 Proceedings of the Third International Conference on Advances in Web-Age Information Management
TreeITL-Mine: Mining Frequent Itemsets Using Pattern Growth, Tid Intersection, and Prefix Tree
AI '02 Proceedings of the 15th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Further Pruning for Efficient Association Rule Discovery
AI '01 Proceedings of the 14th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Collecting Quality Data for Database Mining
AI '01 Proceedings of the 14th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Mining Frequent Binary Expressions
DaWaK 2000 Proceedings of the Second International Conference on Data Warehousing and Knowledge Discovery
Mining Cyclically Repeated Patterns
DaWaK '01 Proceedings of the Third International Conference on Data Warehousing and Knowledge Discovery
Enhancing the Apriori Algorithm for Frequent Set Counting
DaWaK '01 Proceedings of the Third International Conference on Data Warehousing and Knowledge Discovery
Generating Frequent Patterns with the Frequent Pattern List
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
An Efficient Single-Scan Algorithm for Mining Essential Jumping Emerging Patterns for Classification
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Discovering Numeric Association Rules via Evolutionary Algorithm
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Extracting Characteristic Structures among Words in Semistructured Documents
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Association Rule Mining on Remotely Sensed Images Using P-trees
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Top Down FP-Growth for Association Rule Mining
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
On the Complexity of Generating Maximal Frequent and Minimal Infrequent Sets
STACS '02 Proceedings of the 19th Annual Symposium on Theoretical Aspects of Computer Science
A Levelized Schema Extraction for XML Document Using User-Defined Graphs
EurAsia-ICT '02 Proceedings of the First EurAsian Conference on Information and Communication Technology
Mining Incremental Association Rules with Generalized FP-Tree
AI '02 Proceedings of the 15th Conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Efficient Data Mining Based on Formal Concept Analysis
DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications
Fast Algorithms for Mining Emerging Patterns
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Real World Association Rule Mining
BNCOD 19 Proceedings of the 19th British National Conference on Databases: Advances in Databases
Answering the Most Correlated N Association Rules Efficiently
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
A Frequent Patterns Tree Approach for Rule Generation with Categorical Septic Shock Patient Data
ISMDA '01 Proceedings of the Second International Symposium on Medical Data Analysis
Modified PrefixSpan Method for Motif Discovery in Sequence Databases
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
A perspective on inductive databases
ACM SIGKDD Explorations Newsletter
Feasible itemset distributions in data mining: theory and application
Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Mining frequent item sets by opportunistic projection
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
A new two-phase sampling based algorithm for discovering association rules
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Distributed data mining in a chain store database of short transactions
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
CLOPE: a fast and effective clustering algorithm for transactional data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining inter-organizational retailing knowledge for an alliance formed by competitive firms
Information and Management
Pushing Support Constraints Into Association Rules Mining
IEEE Transactions on Knowledge and Data Engineering
Discovering all most specific sentences
ACM Transactions on Database Systems (TODS)
Efficiently computing the top N averages in iceberg cubes
ACSC '03 Proceedings of the 26th Australasian computer science conference - Volume 16
An algorithm for the induction of defeasible logic theories from databases
ADC '03 Proceedings of the 14th Australasian database conference - Volume 17
CrystalBall: a framework for mining variants of association rules
ADC '03 Proceedings of the 14th Australasian database conference - Volume 17
CT-ITL: efficient frequent item set mining using a compressed prefix tree with pattern growth
ADC '03 Proceedings of the 14th Australasian database conference - Volume 17
On Maximal Frequent and Minimal Infrequent Sets in Binary Matrices
Annals of Mathematics and Artificial Intelligence
Algorithms for association rules
Advanced lectures on machine learning
Clustering binary data streams with K-means
DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Mining dynamic databases by weighting
Acta Cybernetica
Off to new shores: conceptual knowledge discovery and processing
International Journal of Human-Computer Studies
Beyond Independence: Probabilistic Models for Query Approximation on Binary Transaction Data
IEEE Transactions on Knowledge and Data Engineering
Itemset Trees for Targeted Association Querying
IEEE Transactions on Knowledge and Data Engineering
Frequent-Pattern based Iterative Projected Clustering
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
CoMine: Efficient Mining of Correlated Patterns
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
MPIS: Maximal-Profit Item Selection with Cross-Selling Considerations
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
MaPle: A Fast Algorithm for Maximal Pattern-based Clustering
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Efficient Data Mining for Maximal Frequent Subtrees
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Direct Interesting Rule Generation
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Tough constraint-based frequent closed itemsets mining
Proceedings of the 2003 ACM symposium on Applied computing
Mining maximal frequent intervals
Proceedings of the 2003 ACM symposium on Applied computing
Tree Structures for Mining Association Rules
Data Mining and Knowledge Discovery
Mining Frequent Patterns without Candidate Generation: A Frequent-Pattern Tree Approach
Data Mining and Knowledge Discovery
Efficient data reduction with EASE
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
CLOSET+: searching for the best strategies for mining frequent closed itemsets
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Screening and interpreting multi-item associations based on log-linear modeling
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
CloseGraph: mining closed frequent graph patterns
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Fast vertical mining using diffsets
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Playing hide-and-seek with correlations
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
On computing, storing and querying frequent patterns
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient dynamic mining of constrained frequent sets
ACM Transactions on Database Systems (TODS)
Maintaining discovered frequent itemsets: cases for changeable database and support
Journal of Computer Science and Technology
ART: A Hybrid Classification Model
Machine Learning
Efficient data mining for calling path patterns in GSM networks
Information Systems
DBC: a condensed representation of frequent patterns for efficient mining
Information Systems
Learning from User Behavior in Image Retrieval: Application of Market Basket Analysis
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
Mining Informative Rule Set for Prediction
Journal of Intelligent Information Systems
Statistical properties of transactional databases
Proceedings of the 2004 ACM symposium on Applied computing
SQL based frequent pattern mining without candidate generation
Proceedings of the 2004 ACM symposium on Applied computing
Mining association rules from XML data using XQuery
ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32
Go Green: Recycle and Reuse Frequent Patterns
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Pushing Convertible Constraints in Frequent Itemset Mining
Data Mining and Knowledge Discovery
Incremental Maintenance on the Border of the Space of Emerging Patterns
Data Mining and Knowledge Discovery
Memory-adative association rules mining
Information Systems - Databases: Creation, management and utilization
A Support-Ordered Trie for Fast Frequent Itemset Discovery
IEEE Transactions on Knowledge and Data Engineering
Mining Surprising Periodic Patterns
Data Mining and Knowledge Discovery
Frequent Pattern Mining on Message Passing Multiprocessor Systems
Distributed and Parallel Databases
Cost-based labeling of groups of mass spectra
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
MAIDS: mining alarming incidents from data streams
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Advances in frequent itemset mining implementations: report on FIMI'03
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
FP-tax: tree structure based generalized association rule mining
Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
COFI approach for mining frequent itemsets revisited
Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Efficient Disk-Based K-Means Clustering for Relational Databases
IEEE Transactions on Knowledge and Data Engineering
Mining Constrained Gradients in Large Databases
IEEE Transactions on Knowledge and Data Engineering
Efficient mining of both positive and negative association rules
ACM Transactions on Information Systems (TOIS)
Parallel tree-projection-based sequence mining algorithms
Parallel Computing
Efficient closed pattern mining in the presence of tough block constraints
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
An Efficient Algorithm for Discovering Frequent Subgraphs
IEEE Transactions on Knowledge and Data Engineering
Mining Frequent Itemsets without Support Threshold: With and without Item Constraints
IEEE Transactions on Knowledge and Data Engineering
Specifying Mining Algorithms with Iterative User-Defined Aggregates
IEEE Transactions on Knowledge and Data Engineering
Predicting Source Code Changes by Mining Change History
IEEE Transactions on Software Engineering
From sequential pattern mining to structured pattern mining: a pattern-growth approach
Journal of Computer Science and Technology
A Super-Programming Approach for Mining Association Rules in Parallel on PC Clusters
IEEE Transactions on Parallel and Distributed Systems
Mining Sequential Patterns by Pattern-Growth: The PrefixSpan Approach
IEEE Transactions on Knowledge and Data Engineering
Discovering frequently changing structures from historical structural deltas of unordered XML
Proceedings of the thirteenth ACM international conference on Information and knowledge management
FS-Miner: efficient and incremental mining of frequent sequence patterns in web logs
Proceedings of the 6th annual ACM international workshop on Web information and data management
A fuzzy logic based method to acquire user threshold of minimum-support for mining association rules
Information Sciences—Informatics and Computer Science: An International Journal
IEEE Transactions on Knowledge and Data Engineering
Iterative Projected Clustering by Subspace Mining
IEEE Transactions on Knowledge and Data Engineering
Mining Closed and Maximal Frequent Subtrees from Databases of Labeled Rooted Trees
IEEE Transactions on Knowledge and Data Engineering
Finding the most interesting correlations in a database: how hard can it be?
Information Systems
Essential classification rule sets
ACM Transactions on Database Systems (TODS)
Algorithms for mining association rules in bag databases
Information Sciences—Informatics and Computer Science: An International Journal
Application of data mining technology and generic algorithm to intrusion detection system
InfoSecu '04 Proceedings of the 3rd international conference on Information security
Induction of defeasible logic theories in the legal domain
ICAIL '03 Proceedings of the 9th international conference on Artificial intelligence and law
Efficient Algorithms for Mining Closed Itemsets and Their Lattice Structure
IEEE Transactions on Knowledge and Data Engineering
Mining and Reasoning on Workflows
IEEE Transactions on Knowledge and Data Engineering
An efficient and flexible algorithm for online mining of large itemsets
Information Processing Letters
TFP: An Efficient Algorithm for Mining Top-K Frequent Closed Itemsets
IEEE Transactions on Knowledge and Data Engineering
Index Support for Frequent Itemset Mining in a Relational DBMS
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Scrutinizing Frequent Pattern Discovery Performance
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Intelligent web traffic mining and analysis
Journal of Network and Computer Applications - Special issue on computational intelligence on the internet
TSP: Mining top-k closed sequential patterns
Knowledge and Information Systems
Microarray gene expression data association rules mining based on BSC-tree and FIS-tree
Data & Knowledge Engineering - Special issue: Biological data management
Extracting frequent connected subgraphs from large graph sets
Journal of Computer Science and Technology
Efficient incremental maintenance of frequent patterns with FP-tree
Journal of Computer Science and Technology
VisSearch: a collaborative Web searching environment
Computers & Education
Automatic pool allocation: improving performance by controlling data structure layout in the heap
Proceedings of the 2005 ACM SIGPLAN conference on Programming language design and implementation
Relative risk and odds ratio: a data mining perspective
Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
A sampling-based framework for parallel data mining
Proceedings of the tenth ACM SIGPLAN symposium on Principles and practice of parallel programming
Mining top-K covering rule groups for gene expression data
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Proceedings of the 2005 ACM symposium on Applied computing
Finding frequent itemsets by transaction mapping
Proceedings of the 2005 ACM symposium on Applied computing
Distributed approximate mining of frequent patterns
Proceedings of the 2005 ACM symposium on Applied computing
A model for association rules based on clustering
Proceedings of the 2005 ACM symposium on Applied computing
Depth-first frequent itemset mining in relational databases
Proceedings of the 2005 ACM symposium on Applied computing
ExAnte: A Preprocessing Method for Frequent-Pattern Mining
IEEE Intelligent Systems
SMCA: A General Model for Mining Asynchronous Periodic Patterns in Temporal Databases
IEEE Transactions on Knowledge and Data Engineering
Geo-word centric association rule mining
Proceedings of the 6th international conference on Mobile data management
Tight upper bounds on the number of candidate patterns
ACM Transactions on Database Systems (TODS)
Data Mining for Inventory Item Selection with Cross-Selling Considerations
Data Mining and Knowledge Discovery
Improving discriminative sequential learning with rare--but--important associations
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Pattern lattice traversal by selective jumps
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Unsupervised anomaly detection in network intrusion detection using clusters
ACSC '05 Proceedings of the Twenty-eighth Australasian conference on Computer Science - Volume 38
Using association rules to make rule-based classifiers robust
ADC '05 Proceedings of the 16th Australasian database conference - Volume 39
Using association rules for fraud detection in web advertising networks
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Cache-conscious frequent pattern mining on a modern processor
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Mining compressed frequent-pattern sets
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Fast Algorithms for Frequent Itemset Mining Using FP-Trees
IEEE Transactions on Knowledge and Data Engineering
Information Sciences—Informatics and Computer Science: An International Journal
Mining condensed frequent-pattern bases
Knowledge and Information Systems
A fast high utility itemsets mining algorithm
UBDM '05 Proceedings of the 1st international workshop on Utility-based data mining
MAFIA: A Maximal Frequent Itemset Algorithm
IEEE Transactions on Knowledge and Data Engineering
UDM '05 Proceedings of the International Workshop on Ubiquitous Data Management
GenMax: An Efficient Algorithm for Mining Maximal Frequent Itemsets
Data Mining and Knowledge Discovery
Finding Frequent Patterns in a Large Sparse Graph*
Data Mining and Knowledge Discovery
Fast and Memory Efficient Mining of Frequent Closed Itemsets
IEEE Transactions on Knowledge and Data Engineering
Bifold Constraint-Based Mining by Simultaneous Monotone and Anti-Monotone Checking
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
A Thorough Experimental Study of Datasets for Frequent Itemsets
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
AMIOT: Induced Ordered Tree Mining in Tree-Structured Databases
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
An Algorithm for In-Core Frequent Itemset Mining on Streaming Data
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
CanTree: A Tree Structure for Efficient Incremental Mining of Frequent Patterns
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Discovering Frequent Arrangements of Temporal Intervals
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
CloseMiner: Discovering Frequent Closed Itemsets Using Frequent Closed Tidsets
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
A characterization of data mining algorithms on a modern processor
DaMoN '05 Proceedings of the 1st international workshop on Data management on new hardware
Predicting Protein-Protein Interactions by Association Mining
Information Systems Frontiers
Research issues in data stream association rule mining
ACM SIGMOD Record
A Transaction Mapping Algorithm for Frequent Itemsets Mining
IEEE Transactions on Knowledge and Data Engineering
TAPER: A Two-Step Approach for All-Strong-Pairs Correlation Query in Large Databases
IEEE Transactions on Knowledge and Data Engineering
Closed Constrained Gradient Mining in Retail Databases
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Knowledge and Data Engineering
An implementation of the FP-growth algorithm
Proceedings of the 1st international workshop on open source data mining: frequent pattern mining implementations
Implementing leap traversals of the itemset lattice
Proceedings of the 1st international workshop on open source data mining: frequent pattern mining implementations
On benchmarking frequent itemset mining algorithms: from measurement to analysis
Proceedings of the 1st international workshop on open source data mining: frequent pattern mining implementations
Proceedings of the 1st international workshop on open source data mining: frequent pattern mining implementations
Keeping things simple: finding frequent item sets by recursive elimination
Proceedings of the 1st international workshop on open source data mining: frequent pattern mining implementations
LCM ver.3: collaboration of array, bitmap and prefix tree for frequent itemset mining
Proceedings of the 1st international workshop on open source data mining: frequent pattern mining implementations
Boosting an Associative Classifier
IEEE Transactions on Knowledge and Data Engineering
MAPO: mining API usages from open source repositories
Proceedings of the 2006 international workshop on Mining software repositories
Efficiently mining frequent itemsets with compact FP-tree
Intelligent information processing II
Perfect hashing schemes for mining traversal patterns
Fundamenta Informaticae
Market basket analysis in a multiple store environment
Decision Support Systems
Associative text categorization exploiting negated words
Proceedings of the 2006 ACM symposium on Applied computing
A probability analysis for candidate-based frequent itemset algorithms
Proceedings of the 2006 ACM symposium on Applied computing
Review mining for music digital libraries: phase II
Proceedings of the 6th ACM/IEEE-CS joint conference on Digital libraries
Efficient mining of group patterns from user movement data
Data & Knowledge Engineering
On condensed representations of constrained frequent patterns
Knowledge and Information Systems
Frequent closed itemset based algorithms: a thorough structural and analytical survey
ACM SIGKDD Explorations Newsletter
Out-of-core frequent pattern mining on a commodity PC
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Maximally informative k-itemsets and their efficient discovery
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Summarizing itemset patterns using probabilistic models
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-scaling sampling: an adaptive sampling method for discovering approximate association rules
Journal of Computer Science and Technology
Parallel Leap: Large-Scale Maximal Pattern Mining in a Distributed Environment
ICPADS '06 Proceedings of the 12th International Conference on Parallel and Distributed Systems - Volume 1
IEEE Transactions on Knowledge and Data Engineering
Constraining and summarizing association rules in medical data
Knowledge and Information Systems
Data mining with the SAP NetWeaver BI accelerator
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
An efficient approach to mining indirect associations
Journal of Intelligent Information Systems
Partitioning strategies for distributed association rule mining
The Knowledge Engineering Review
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
Efficient mining maximum frequent pagesets with double dwell time constraint
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
Matrix apriori: speeding up the search for frequent patterns
DBA'06 Proceedings of the 24th IASTED international conference on Database and applications
Projective clustering using itemset discovery for multi-dimensional data analysis
MS'06 Proceedings of the 17th IASTED international conference on Modelling and simulation
On Mining Instance-Centric Classification Rules
IEEE Transactions on Knowledge and Data Engineering
Cache-conscious frequent pattern mining on modern and emerging processors
The VLDB Journal — The International Journal on Very Large Data Bases
Proceedings of the 2006 workshop on Memory system performance and correctness
Parallel Bifold: Large-scale parallel pattern mining with constraints
Distributed and Parallel Databases
HYPE: mining hierarchical sequential patterns
DOLAP '06 Proceedings of the 9th ACM international workshop on Data warehousing and OLAP
TRIPS and TIDES: new algorithms for tree mining
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
A combination of trie-trees and inverted files for the indexing of set-valued attributes
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
On subspace clustering with density consciousness
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Mining frequent itemsets with partial enumeration
Proceedings of the 44th annual Southeast regional conference
Expressive power of an algebra for data mining
ACM Transactions on Database Systems (TODS)
Computing Iceberg Cubes by Top-Down and Bottom-Up Integration: The StarCubing Approach
IEEE Transactions on Knowledge and Data Engineering
Mining Generalized Associations of Semantic Relations from Textual Web Content
IEEE Transactions on Knowledge and Data Engineering
Distributed Mining of Constrained Patterns from Wireless Sensor Data
WI-IATW '06 Proceedings of the 2006 IEEE/WIC/ACM international conference on Web Intelligence and Intelligent Agent Technology
Mining maximal hyperclique pattern: A hybrid search strategy
Information Sciences: an International Journal
On compressing frequent patterns
Data & Knowledge Engineering
The effect of threshold values on association rule based classification accuracy
Data & Knowledge Engineering
Extending the state-of-the-art of constraint-based pattern discovery
Data & Knowledge Engineering
Horn axiomatizations for sequential data
Theoretical Computer Science
Data & Knowledge Engineering - Special issue: WIDM 2004
Recognition of emergent human behaviour in a smart home: A data mining approach
Pervasive and Mobile Computing
Frequent Subtree Mining - An Overview
Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences
Association rules mining using heavy itemsets
Data & Knowledge Engineering
Toward terabyte pattern mining: an architecture-conscious solution
Proceedings of the 12th ACM SIGPLAN symposium on Principles and practice of parallel programming
Expert Systems with Applications: An International Journal
Data Mining and Knowledge Discovery
World Wide Web
Parallel mining of association rules from text databases
The Journal of Supercomputing
Efficient implementation of associative classifiers for document classification
Information Processing and Management: an International Journal - Special issue: AIRS2005: Information retrieval research in Asia
Improving discriminative sequential learning by discovering important association of statistics
ACM Transactions on Asian Language Information Processing (TALIP)
Efficient sampling of training set in large and noisy multimedia data
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
CanTree: a canonical-order tree for incremental frequent-pattern mining
Knowledge and Information Systems
A greedy classification algorithm based on association rule
Applied Soft Computing
The discovery of association rules from tabular databases comprising nominal and ordinal attributes
Intelligent Data Analysis
Searching for high-support itemsets in itemset trees
Intelligent Data Analysis
Using metarules to organize and group discovered association rules
Data Mining and Knowledge Discovery
Mining top-k strongly correlated item pairs without minimum correlation threshold
International Journal of Knowledge-based and Intelligent Engineering Systems
Efficient sequential access pattern mining for web recommendations
International Journal of Knowledge-based and Intelligent Engineering Systems
Approximate algorithms for K-anonymity
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
An Exact Data Mining Method for Finding Center Strings and All Their Instances
IEEE Transactions on Knowledge and Data Engineering
The role mining problem: finding a minimal descriptive set of roles
Proceedings of the 12th ACM symposium on Access control models and technologies
Twain: Two-end association miner with precise frequent exhibition periods
ACM Transactions on Knowledge Discovery from Data (TKDD)
Mining maximal frequent itemsets from data streams
Journal of Information Science
A new approach to mine frequent patterns using item-transformation methods
Information Systems
Efficient association rule mining among both frequent and infrequent items
Computers & Mathematics with Applications
Mining statistically important equivalence classes and delta-discriminative emerging patterns
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining optimal decision trees from itemset lattices
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
From frequent itemsets to semantically meaningful visual patterns
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
IMDS: intelligent malware detection system
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Building intrusion pattern miner for Snort network intrusion detection system
Journal of Systems and Software
SQUIRE: Sequential pattern mining with quantities
Journal of Systems and Software
Answering ad hoc aggregate queries from data streams using prefix aggregate trees
Knowledge and Information Systems
Approximate frequency counts over data streams
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Discovering frequent geometric subgraphs
Information Systems
Interactive visual exploration of association rules with rule-focusing methodology
Knowledge and Information Systems
Algorithms for clustering high dimensional and distributed data
Intelligent Data Analysis
Association-based similarity testing and its applications
Intelligent Data Analysis
Iceberg-cube algorithms: An empirical evaluation on synthetic and real data
Intelligent Data Analysis
A review of associative classification mining
The Knowledge Engineering Review
A high collusion-resistant approach to distributed privacy-preserving data mining
PDCN'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: parallel and distributed computing and networks
Enhancing quality of knowledge synthesized from multi-database mining
Pattern Recognition Letters
Discovery of maximum length frequent itemsets
Information Sciences: an International Journal
Star-cubing: computing iceberg cubes by top-down and bottom-up integration
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
Synthesizing heavy association rules from different real data sources
Pattern Recognition Letters
Data & Knowledge Engineering
Toward supporting real-time mining for data residing on enterprise systems
Expert Systems with Applications: An International Journal
Computational methods for Traditional Chinese Medicine: A survey
Computer Methods and Programs in Biomedicine
Optimization of frequent itemset mining on multiple-core processor
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
A scalable pattern mining approach to web graph compression with communities
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Association rule and quantitative association rule mining among infrequent items
Proceedings of the 8th international workshop on Multimedia data mining: (associated with the ACM SIGKDD 2007)
A novel approach for discovering retail knowledge with price information from transaction databases
Expert Systems with Applications: An International Journal
Incrementally fast updated frequent pattern trees
Expert Systems with Applications: An International Journal
On discovery of soft associations with "most" fuzzy quantifier for item promotion applications
Information Sciences: an International Journal
Discovering frequent itemsets by support approximation and itemset clustering
Data & Knowledge Engineering
ACS'07 Proceedings of the 7th Conference on 7th WSEAS International Conference on Applied Computer Science - Volume 7
Fast accumulation lattice algorithm for mining sequential patterns
ACOS'07 Proceedings of the 6th Conference on WSEAS International Conference on Applied Computer Science - Volume 6
Discovering information diffusion paths from blogosphere for online advertising
Proceedings of the 1st international workshop on Data mining and audience intelligence for advertising
Undergraduate research experiences in data mining
Proceedings of the 39th SIGCSE technical symposium on Computer science education
Cost-based query optimization for complex pattern mining on multiple databases
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Fast mining maximal sequential patterns
SMO'07 Proceedings of the 7th WSEAS International Conference on Simulation, Modelling and Optimization
Mining categories for emails via clustering and pattern discovery
Journal of Intelligent Information Systems
Efficient algorithms for mining maximal valid groups
The VLDB Journal — The International Journal on Very Large Data Bases
Mining N-most interesting itemsets without support threshold by the COFI-tree
International Journal of Business Intelligence and Data Mining
CARIBIAM: Constrained Association Rules using Interactive Biological IncrementAl Mining
International Journal of Bioinformatics Research and Applications
A time- and memory-efficient frequent itemset discovering algorithm for association rule mining
International Journal of Computer Applications in Technology
An efficient algorithm for mining frequent closed itemsets in dynamic transaction databases
International Journal of Intelligent Systems Technologies and Applications
Efficient sequential pattern mining algorithms
AIKED'05 Proceedings of the 4th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering Data Bases
Mining fault-tolerant frequent patterns efficiently with powerful pruning
Proceedings of the 2008 ACM symposium on Applied computing
Performance evaluation of the distributed association rule mining algorithms
SEPADS'05 Proceedings of the 4th WSEAS International Conference on Software Engineering, Parallel & Distributed Systems
SPICE: A New Framework for Data Mining based on Probability Logic and Formal Concept Analysis
Fundamenta Informaticae - Special issue ISMIS'05
A Contribution to the Use of Decision Diagrams for Loading and Mining Transaction Databases
Fundamenta Informaticae - Special issue ISMIS'05
Fast detection of database system abuse behaviors based on data mining approach
Proceedings of the 2nd international conference on Scalable information systems
An approach to mining bundled commodities
Knowledge-Based Systems
Approximate mining of frequent patterns on streams
Intelligent Data Analysis - Knowlegde Discovery from Data Streams
An efficient incremental mining algorithm-QSD
Intelligent Data Analysis
Maintenance of the prelarge trees for record deletion
MATH'07 Proceedings of the 12th WSEAS International Conference on Applied Mathematics
An efficient algorithm for mining closed inter-transaction itemsets
Data & Knowledge Engineering
Mining conditional patterns in a database
Pattern Recognition Letters
SemGrAM: integrating semantic graphs into association rule mining
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
Interactive mining of frequent itemsets over arbitrary time intervals in a data stream
ADC '08 Proceedings of the nineteenth conference on Australasian database - Volume 75
An efficient technique for incremental updating of association rules
International Journal of Hybrid Intelligent Systems
Designing an inductive data stream management system: the stream mill experience
SSPS '08 Proceedings of the 2nd international workshop on Scalable stream processing system
Efficient sanitization of informative association rules
Expert Systems with Applications: An International Journal
Efficient algorithms for incremental Web log mining with dynamic thresholds
The VLDB Journal — The International Journal on Very Large Data Bases
A data mining proxy approach for efficient frequent itemset mining
The VLDB Journal — The International Journal on Very Large Data Bases
A bottom-up projection based algorithm for mining high utility itemsets
AIDM '07 Proceedings of the 2nd international workshop on Integrating artificial intelligence and data mining - Volume 84
Detecting anomalous longitudinal associations through higher order mining
AIDM '07 Proceedings of the 2nd international workshop on Integrating artificial intelligence and data mining - Volume 84
Mining top-k frequent patterns in the presence of the memory constraint
The VLDB Journal — The International Journal on Very Large Data Bases
The VLDB Journal — The International Journal on Very Large Data Bases
International Journal of Parallel, Emergent and Distributed Systems
On Mining Movement Pattern from Mobile Users
International Journal of Distributed Sensor Networks - Heterogenous Wireless Ad Hoc and Sensor Networks
ON DATA STRUCTURES FOR ASSOCIATION RULE DISCOVERY
Applied Artificial Intelligence
Clustering multidimensional sequences in spatial and temporal databases
Knowledge and Information Systems
A survey on algorithms for mining frequent itemsets over data streams
Knowledge and Information Systems
Short communication: TOPSIS: Finding Top-K significant N-itemsets in sliding windows adaptively
Knowledge-Based Systems
Index-BitTableFI: An improved algorithm for mining frequent itemsets
Knowledge-Based Systems
Constraint programming for itemset mining
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Direct mining of discriminative and essential frequent patterns via model-based search tree
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient mining of maximal frequent itemsets from databases on a cluster of workstations
Knowledge and Information Systems
Mining taxonomies of process models
Data & Knowledge Engineering
AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases
Efficient Algorithms for Video Association Mining
CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
A Novel Rule Ordering Approach in Classification Association Rule Mining
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Mining Maximal Frequent Itemsets in Data Streams Based on FP-Tree
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Mining Frequent Trajectories of Moving Objects for Location Prediction
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Mining Association Rules with Respect to Support and Anti-support-Experimental Results
RSEISP '07 Proceedings of the international conference on Rough Sets and Intelligent Systems Paradigms
A Novel Text Classification Approach Based on Enhanced Association Rule
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Realistic Synthetic Data for Testing Association Rule Mining Algorithms for Market Basket Databases
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
A New Association Rule Mining Algorithm
Neural Information Processing
Incremental Mining with Prelarge Trees
IEA/AIE '08 Proceedings of the 21st international conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: New Frontiers in Applied Artificial Intelligence
Discovery of Useful Patterns from Tree-Structured Documents with Label-Projected Database
ATC '08 Proceedings of the 5th international conference on Autonomic and Trusted Computing
Mining Temporal Association Patterns under a Similarity Constraint
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
Efficient Mining of Frequent Itemsets from Data Streams
BNCOD '08 Proceedings of the 25th British national conference on Databases: Sharing Data, Information and Knowledge
Analysis of Alarm Sequences in a Chemical Plant
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Mining Supplemental Frequent Patterns
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Negative Generator Border for Effective Pattern Maintenance
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
The RSO Algorithm for Reducing Number of Set Operations in Association Rule Mining
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
MPSQAR: Mining Quantitative Association Rules Preserving Semantics
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
CBP: A New Efficient Method for Mining Multilevel and Generalized Frequent Itemsets
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Efficient Top-k Data Sources Ranking for Query on Deep Web
WISE '08 Proceedings of the 9th international conference on Web Information Systems Engineering
A Probabilistic Approach for Computing Approximate Iceberg Cubes
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Tight Optimistic Estimates for Fast Subgroup Discovery
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
An Algorithm of Constrained Spatial Association Rules Based on Binary
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks, Part II
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks, Part II
Frequent Itemset Mining from Databases Including One Evidential Attribute
SUM '08 Proceedings of the 2nd international conference on Scalable Uncertainty Management
Entropy-based associative classification algorithm for mining manufacturing data
International Journal of Computer Integrated Manufacturing
IDEAS '08 Proceedings of the 2008 international symposium on Database engineering & applications
An integrated, generic approach to pattern mining: data mining template library
Data Mining and Knowledge Discovery
Rule sets based bilevel decision model and algorithm
Expert Systems with Applications: An International Journal
An improved data mining approach using predictive itemsets
Expert Systems with Applications: An International Journal
A new concise representation of frequent itemsets using generators and a positive border
Knowledge and Information Systems
Privacy-preserving anonymization of set-valued data
Proceedings of the VLDB Endowment
Pfp: parallel fp-growth for query recommendation
Proceedings of the 2008 ACM conference on Recommender systems
Capturing association among items in a database
Data & Knowledge Engineering
An efficient mining of weighted frequent patterns with length decreasing support constraints
Knowledge-Based Systems
Conceptual modeling rules extracting for data streams
Knowledge-Based Systems
Fast mining of closed sequential patterns
WSEAS Transactions on Computers
A novel Boolean algebraic framework for association and pattern mining
WSEAS Transactions on Computers
Efficient frequent pattern mining over data streams
Proceedings of the 17th ACM conference on Information and knowledge management
Proceedings of the ACM 11th international workshop on Data warehousing and OLAP
Frequent pattern-growth approach for document organization
Proceedings of the 2nd international workshop on Ontologies and information systems for the semantic web
Maintaining frequent closed itemsets over a sliding window
Journal of Intelligent Information Systems
Maintenance of sanitizing informative association rules
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Incremental updates of closed frequent itemsets over continuous data streams
Expert Systems with Applications: An International Journal
Finding Frequent Patterns from Compressed Tree-Structured Data
DS '08 Proceedings of the 11th International Conference on Discovery Science
Efficient single-pass frequent pattern mining using a prefix-tree
Information Sciences: an International Journal
TCOM, an innovative data structure for mining association rules among infrequent items
Computers & Mathematics with Applications
RP-Tree: A Tree Structure to Discover Regular Patterns in Transactional Database
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
Multi-Dimensional Relational Sequence Mining
Fundamenta Informaticae - Progress on Multi-Relational Data Mining
Efficient mining of interesting weighted patterns from directed graph traversals
Integrated Computer-Aided Engineering
Closed patterns meet n-ary relations
ACM Transactions on Knowledge Discovery from Data (TKDD)
Catalog segmentation with double constraints in business
Pattern Recognition Letters
Decision analysis of data mining project based on Bayesian risk
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
A SVM-based discretization method with application to associative classification
Expert Systems with Applications: An International Journal
Privacy preserving itemset mining through noisy items
Expert Systems with Applications: An International Journal
Mining software repositories for software change impact analysis: a case study
SBBD '08 Proceedings of the 23rd Brazilian symposium on Databases
SBBD '08 Proceedings of the 23rd Brazilian symposium on Databases
Mining sequential patterns by PrefixSpan algorithm with approximation
ACS'08 Proceedings of the 8th conference on Applied computer scince
The Pre-FUFP algorithm for incremental mining
Expert Systems with Applications: An International Journal
A generalized parallel algorithm for frequent itemset mining
ICCOMP'08 Proceedings of the 12th WSEAS international conference on Computers
A Boolean algebraic framework for association and pattern mining
ICCOMP'08 Proceedings of the 12th WSEAS international conference on Computers
A new data structure for asynchronous periodic pattern mining
Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication
Estimating the number of frequent itemsets in a large database
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
A framework for mining top-k frequent closed itemsets using order preserving generators
Proceedings of the 2nd Bangalore Annual Compute Conference
An interactive method for generalized association rule mining using FP-tree
Proceedings of the 2nd Bangalore Annual Compute Conference
Maintenance of fast updated frequent pattern trees for record deletion
Computational Statistics & Data Analysis
FIUT: A new method for mining frequent itemsets
Information Sciences: an International Journal
Deriving strong association mining rules using a dependency criterion, the lift measure
International Journal of Data Analysis Techniques and Strategies
Quality Evaluation for Document Relation Discovery Using Citation Information
IEICE - Transactions on Information and Systems
Mining Regular Patterns in Transactional Databases
IEICE - Transactions on Information and Systems
Image mining using association rules derived from feature matrix
Proceedings of the International Conference on Advances in Computing, Communication and Control
Improved methods for extracting frequent itemsets from interim-support trees
Software—Practice & Experience
DRFP-tree: disk-resident frequent pattern tree
Applied Intelligence
An effective mining approach for up-to-date patterns
Expert Systems with Applications: An International Journal
A proximate dynamics model for data mining
Expert Systems with Applications: An International Journal
Mining frequent trajectory patterns in spatial-temporal databases
Information Sciences: an International Journal
Multi-level Frequent Pattern Mining
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
The Studies of Mining Frequent Patterns Based on Frequent Pattern Tree
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Discovering Periodic-Frequent Patterns in Transactional Databases
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
On Optimal Rule Mining: A Framework and a Necessary and Sufficient Condition of Antimonotonicity
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Using Declarative Specifications of Domain Knowledge for Descriptive Data Mining
Applications of Declarative Programming and Knowledge Management
E3TP: A Novel Trajectory Prediction Algorithm in Moving Objects Databases
PAISI '09 Proceedings of the Pacific Asia Workshop on Intelligence and Security Informatics
Interactive mining of top-K frequent closed itemsets from data streams
Expert Systems with Applications: An International Journal
A new sampling technique for association rule mining
Journal of Information Science
Evaluating role mining algorithms
Proceedings of the 14th ACM symposium on Access control models and technologies
A decremental algorithm of frequent itemset maintenance for mining updated databases
Expert Systems with Applications: An International Journal
Models for association rules based on clustering and correlation
Intelligent Data Analysis
On pushing weight constraints deeply into frequent itemset mining
Intelligent Data Analysis
Mining constraint-based patterns using automatic relaxation
Intelligent Data Analysis
Data Mining and Knowledge Discovery
Mining frequent itemsets in data streams using the weighted sliding window model
Expert Systems with Applications: An International Journal
Frequent pattern mining with uncertain data
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Probabilistic frequent itemset mining in uncertain databases
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
On the tradeoff between privacy and utility in data publishing
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Clustering event logs using iterative partitioning
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Intelligent file scoring system for malware detection from the gray list
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Issues in pattern mining and their resolutions
C3S2E '09 Proceedings of the 2nd Canadian Conference on Computer Science and Software Engineering
Association rules mining including weak-support modes using novel measures
WSEAS Transactions on Computers
Event Correlations in Sensor Networks
ICCS 2009 Proceedings of the 9th International Conference on Computational Science
WSFI-Mine: Mining Frequent Patterns in Data Streams
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Mining Sequential Patterns in Data Stream
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
HSM: Heterogeneous Subspace Mining in High Dimensional Data
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
A hybrid approach to mining frequent sequential patterns
Proceedings of the 47th Annual Southeast Regional Conference
Incremental Maintenance of Frequent Itemsets in Evidential Databases
ECSQARU '09 Proceedings of the 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Evolutionary Extraction of Association Rules: A Preliminary Study on their Effectiveness
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Hiding Predictive Association Rules on Horizontally Distributed Data
IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
Incremental Mining of Ontological Association Rules in Evolving Environments
IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
An Efficient Algorithm for Maintaining Frequent Closed Itemsets over Data Stream
IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
Mining frequent sequential patterns with first-occurrence forests
Proceedings of the 46th Annual Southeast Regional Conference on XX
Minimum description length principle: generators are preferable to closed patterns
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Mining sequential patterns across multiple sequence databases
Data & Knowledge Engineering
ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
Sliding window-based frequent pattern mining over data streams
Information Sciences: an International Journal
Efficient algorithms for mining constrained frequent patterns from uncertain data
Proceedings of the 1st ACM SIGKDD Workshop on Knowledge Discovery from Uncertain Data
Proportional fault-tolerant data mining with applications to bioinformatics
Information Systems Frontiers
Data Mining and Knowledge Discovery
Fast Subgroup Discovery for Continuous Target Concepts
ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems
Finding N-Most Prevalent Colocated Event Sets
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
Rule Learning with Probabilistic Smoothing
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
Non-redundant Subgroup Discovery Using a Closure System
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
An algorithm to mine general association rules from tabular data
Information Sciences: an International Journal
Real-time alert correlation using stream data mining techniques
IAAI'08 Proceedings of the 20th national conference on Innovative applications of artificial intelligence - Volume 3
Mining uncertain data for constrained frequent sets
IDEAS '09 Proceedings of the 2009 International Database Engineering & Applications Symposium
On mining closed sets in multi-relational data
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Frequent pattern network mining algorithm based on transaction-item association matrix
ICCOMP'09 Proceedings of the WSEAES 13th international conference on Computers
An efficient and effective association-rule maintenance algorithm for record modification
Expert Systems with Applications: An International Journal
Discovering pattern-based subspace clusters by pattern tree
Knowledge-Based Systems
WSEAS Transactions on Computers
The levelwise version space algorithm and its application to molecular fragment finding
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Compressing tags to find interesting media groups
Proceedings of the 18th ACM conference on Information and knowledge management
Toward more parallel frequent itemset mining algorithms
PDCS '07 Proceedings of the 19th IASTED International Conference on Parallel and Distributed Computing and Systems
Associative classification with artificial immune system
IEEE Transactions on Evolutionary Computation
Visualizing and fuzzy filtering for discovering temporal trajectories of association rules
Journal of Computer and System Sciences
Discovering actionable patterns in event data
IBM Systems Journal
Mining frequent arrangements of temporal intervals
Knowledge and Information Systems
Cluster analysis on time series gene expression data
International Journal of Business Intelligence and Data Mining
Applying bit-vector projection approach for efficient mining of N-most interesting frequent itemsets
CI '07 Proceedings of the Third IASTED International Conference on Computational Intelligence
Measuring influence of an item in a database over time
Pattern Recognition Letters
Robust and distributed top-n frequent-pattern mining with SAP BW accelerator
Proceedings of the VLDB Endowment
Mining document collections to facilitate accurate approximate entity matching
Proceedings of the VLDB Endowment
Mining tree-structured data on multicore systems
Proceedings of the VLDB Endowment
Mining graph patterns efficiently via randomized summaries
Proceedings of the VLDB Endowment
Evaluating clustering in subspace projections of high dimensional data
Proceedings of the VLDB Endowment
Mining Frequent Purchase Behavior Patterns for Commercial Websites
ICCCI '09 Proceedings of the 1st International Conference on Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems
An Abstraction-Based Data Model for Information Retrieval
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Mining Temporal Patterns for Humanoid Robot Using Pattern Growth Method
RSFDGrC '09 Proceedings of the 12th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Mining frequent closed patterns in pointset databases
Information Systems
Efficient mining of association rules from wireless sensor networks
ICACT'09 Proceedings of the 11th international conference on Advanced Communication Technology - Volume 1
Efficient mining and prediction of user behavior patterns in mobile web systems
Information and Software Technology
An efficient and flexible algorithm for online mining of large itemsets
Information Processing Letters
Information Sciences: an International Journal
Looking into the seeds of time: Discovering temporal patterns in large transaction sets
Information Sciences: an International Journal
Frequent closed multi-dimensional multi-level pattern mining
ACST '08 Proceedings of the Fourth IASTED International Conference on Advances in Computer Science and Technology
Frequent pattern mining from high-dimensional data using record space search
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
A new classification of datasets for frequent itemsets
Journal of Intelligent Information Systems
Fuzzy data mining based on the compressed fuzzy FP-trees
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
An adaptive calendar assistant using pattern mining for user preference modelling
Proceedings of the 15th international conference on Intelligent user interfaces
Mining Indirect Association Rules for Web Recommendation
International Journal of Applied Mathematics and Computer Science
Mining high average-utility itemsets
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Interactive visual summarization of multidimensional data
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Text clustering approach based on maximal frequent term sets
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Hiding collaborative recommendation association rules on horizontally partitioned data
Intelligent Data Analysis
Mining association rules with multi-dimensional constraints
Journal of Systems and Software
Fast UDFs to compute sufficient statistics on large data sets exploiting caching and sampling
Data & Knowledge Engineering
Overlap pattern synthesis with an efficient nearest neighbor classifier
Pattern Recognition
Linguistic data mining with fuzzy FP-trees
Expert Systems with Applications: An International Journal
K-anonymous association rule hiding
ASIACCS '10 Proceedings of the 5th ACM Symposium on Information, Computer and Communications Security
The Journal of Machine Learning Research
Mining association rules using fuzzy inference on web data
AWIC'03 Proceedings of the 1st international Atlantic web intelligence conference on Advances in web intelligence
A compress-based association mining algorithm for large dataset
ICCS'03 Proceedings of the 2003 international conference on Computational science
Mining frequent itemsets for protein kinase regulation
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Mining multi-dimensional frequent patterns without data cube construction
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Performance evaluation and analysis of K-way join variants for association rule mining
BNCOD'03 Proceedings of the 20th British national conference on Databases
Complexity analysis of depth first and FP-growth implementations of APRIORI
MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition
Efficient mining of indirect associations using HI-mine
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
Finding event-oriented patterns in long temporal sequences
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Mining frequent episodes for relating financial events and stock trends
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
An efficient algorithm of frequent connected subgraph extraction
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Parallel FP-growth on PC cluster
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
gPrune: a constraint pushing framework for graph pattern mining
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Evolution and maintenance of frequent pattern space when transactions are removed
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
An efficient parallel and distributed algorithm for counting frequent sets
VECPAR'02 Proceedings of the 5th international conference on High performance computing for computational science
Discovering association rules in incomplete transactional databases
Transactions on rough sets VI
Frequent variable sets based clustering for artificial neural networks particle classification
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
A gradational reduction approach for mining sequential patterns
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Maintenance of fast updated frequent trees for record deletion based on prelarge concepts
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Performance study of distributed Apriori-like frequent itemsets mining
Knowledge and Information Systems
A rough set approach to mining connections from information systems
Proceedings of the 2010 ACM Symposium on Applied Computing
Mining uncertain data for frequent itemsets that satisfy aggregate constraints
Proceedings of the 2010 ACM Symposium on Applied Computing
A study on interestingness measures for associative classifiers
Proceedings of the 2010 ACM Symposium on Applied Computing
A persistent HY-Tree to efficiently support itemset mining on large datasets
Proceedings of the 2010 ACM Symposium on Applied Computing
Online mining of temporal maximal utility itemsets from data streams
Proceedings of the 2010 ACM Symposium on Applied Computing
TOD: Temporal outlier detection by using quasi-functional temporal dependencies
Data & Knowledge Engineering
KSEM'07 Proceedings of the 2nd international conference on Knowledge science, engineering and management
Three strategies for concurrent processing of frequent itemset queries using FP-growth
KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases
An algorithm to mine general association rules from tabular data
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Geometrical information fusion from WWW and its related information
DNIS'07 Proceedings of the 5th international conference on Databases in networked information systems
Order preserving clustering by finding frequent orders in gene expression data
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
Depth first generation of frequent patterns without candidate generation
PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining
Top-down and bottom-up strategies for incremental maintenance of frequent patterns
PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining
Constraint-based mining of web page associations
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
A network algorithm to discover sequential patterns
EPIA'07 Proceedings of the aritficial intelligence 13th Portuguese conference on Progress in artificial intelligence
Maximum item first pattern growth for mining frequent patterns
RSFDGrC'03 Proceedings of the 9th international conference on Rough sets, fuzzy sets, data mining, and granular computing
A new association rules mining algorithms based on directed itemsets graph
RSFDGrC'03 Proceedings of the 9th international conference on Rough sets, fuzzy sets, data mining, and granular computing
CLAIM: an efficient method for relaxed frequent closed itemsets mining over stream data
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
An abstraction based communication efficient distributed association rule mining
ICDCN'08 Proceedings of the 9th international conference on Distributed computing and networking
MCD'07 Proceedings of the 3rd ECML/PKDD international conference on Mining complex data
Mining induced and embedded subtrees in ordered, unordered, and partially-ordered trees
ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
Efficient mining of high utility itemsets from large datasets
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
A tree-based approach for frequent pattern mining from uncertain data
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Applying latent semantic indexing in frequent itemset mining for document relation discovery
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
CP-tree: a tree structure for single-pass frequent pattern mining
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
From concepts to concept lattice: a border algorithm for making covers explicit
ICFCA'08 Proceedings of the 6th international conference on Formal concept analysis
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Association rule mining: models and algorithms
Association rule mining: models and algorithms
Detecting outliers in categorical record databases based on attribute associations
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Rule mining for automatic ontology based data cleaning
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Clustering high dimensional data streams with representative points
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
An efficient frequent pattern mining algorithm
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
Mining strongly associated rules
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
Multidimensional association analysis of web users' access path for website design and promotion
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
Rule-chain incremental mining algorithm based on directed graph
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
Integrating induction and deduction for noisy data mining
Information Sciences: an International Journal
Classifying b and y ions in peptide tandem mass spectra
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
Sequential patterns mining scaling with data stream based on LSP-tree
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
Network traffic monitoring based on mining frequent patterns
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 7
Mining maximal frequent itemsets: a java implementation of FPMAX algorithm
IIT'09 Proceedings of the 6th international conference on Innovations in information technology
Association rules induced by item and quantity purchased
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Mining frequent patterns in an arbitrary sliding window over data streams
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Text clustering using frequent itemsets
Knowledge-Based Systems
The role mining problem: A formal perspective
ACM Transactions on Information and System Security (TISSEC)
Attribute set dependence in reduct computation
Transactions on computational science II
Towards proximity pattern mining in large graphs
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Efficient algorithms for the mining of constrained frequent patterns from uncertain data
ACM SIGKDD Explorations Newsletter
Discovery of characteristic patterns from tabular structured data including missing values
International Journal of Business Intelligence and Data Mining
MCFPTree: An FP-tree-based algorithm for multi-constraint patterns discovery
International Journal of Business Intelligence and Data Mining
International Journal of Intelligent Information and Database Systems
Using a cosine-type measure to derive strong association mining rules
International Journal of Knowledge Engineering and Data Mining
Mining top-k frequent closed itemsets over data streams using the sliding window model
Expert Systems with Applications: An International Journal
An efficient algorithm for incremental mining of temporal association rules
Data & Knowledge Engineering
BAR: bitmap-based association rule: an implementation and its optimizations
Proceedings of the 7th International Conference on Advances in Mobile Computing and Multimedia
A taxonomy of sequential pattern mining algorithms
ACM Computing Surveys (CSUR)
Secure transaction protocol analysis: models and applications
Secure transaction protocol analysis: models and applications
Pruthak: mining and analyzing graph substructures
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Frequent subgraph mining on a single large graph using sampling techniques
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Optimal constraint-based decision tree induction from itemset lattices
Data Mining and Knowledge Discovery
Journal of Intelligent Information Systems
Diagnosing memory leaks using graph mining on heap dumps
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
UP-Growth: an efficient algorithm for high utility itemset mining
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
BISC: A bitmap itemset support counting approach for efficient frequent itemset mining
ACM Transactions on Knowledge Discovery from Data (TKDD)
Algorithms for mining frequent itemsets in static and dynamic datasets
Intelligent Data Analysis
Mining frequent patterns from network flows for monitoring network
Expert Systems with Applications: An International Journal
Approximate algorithms with generalizing attribute values for k-anonymity
Information Systems
Re-examination of interestingness measures in pattern mining: a unified framework
Data Mining and Knowledge Discovery
Validation of overlapping clustering: A random clustering perspective
Information Sciences: an International Journal
Efficient temporal pattern mining for humanoid robot
Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India
Discovering itemset interactions
ACSC '09 Proceedings of the Thirty-Second Australasian Conference on Computer Science - Volume 91
International Journal of Ad Hoc and Ubiquitous Computing
HengHa: data harvesting detection on hidden databases
Proceedings of the 2010 ACM workshop on Cloud computing security workshop
Accelerating probabilistic frequent itemset mining: a model-based approach
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Constructing classification features using minimal predictive patterns
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
An effective approach for mining mobile user habits
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Mining networks with shared items
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Exploiting web reviews for generating customer service surveys
SMUC '10 Proceedings of the 2nd international workshop on Search and mining user-generated contents
Engineering scalable, cache and space efficient tries for strings
The VLDB Journal — The International Journal on Very Large Data Bases
PutMode: prediction of uncertain trajectories in moving objects databases
Applied Intelligence
POTMiner: mining ordered, unordered, and partially-ordered trees
Knowledge and Information Systems
TOPSIL-Miner: an efficient algorithm for mining top-K significant itemsets over data streams
Knowledge and Information Systems
Mining significant least association rules using fast SLP-growth algorithm
AST/UCMA/ISA/ACN'10 Proceedings of the 2010 international conference on Advances in computer science and information technology
Fun at a department store: data mining meets switching theory
FUN'10 Proceedings of the 5th international conference on Fun with algorithms
A new approach for generating efficient sample from market basket data
Expert Systems with Applications: An International Journal
Transactions on rough sets XII
New approach in data stream association rule mining based on graph structure
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Discovering highly informative feature sets from data streams
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
Mining non-redundant information-theoretic dependencies between itemsets
DaWaK'10 Proceedings of the 12th international conference on Data warehousing and knowledge discovery
The iZi project: easy prototyping of interesting pattern mining algorithms
PAKDD'09 Proceedings of the 13th Pacific-Asia international conference on Knowledge discovery and data mining: new frontiers in applied data mining
Associative classifier for uncertain data
WAIM'10 Proceedings of the 11th international conference on Web-age information management
KSEM'10 Proceedings of the 4th international conference on Knowledge science, engineering and management
Multiagent based large data clustering scheme for data mining applications
AMT'10 Proceedings of the 6th international conference on Active media technology
Integrating constraint programming and itemset mining
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
A novel association rule mining based on immune computational intelligence
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part III
Frequent tree pattern mining: A survey
Intelligent Data Analysis
IEEE Transactions on Fuzzy Systems
AFOPT-tax: an efficient method for mining generalized frequent itemsets
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part I
Efficiently mining high average utility itemsets with a tree structure
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part I
Scaling up top-K cosine similarity search
Data & Knowledge Engineering
I/O conscious algorithm design and systems support for data analysis on emerging architectures
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
Tree partition based parallel frequent pattern mining on shared memory systems
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
ρ-uncertainty: inference-proof transaction anonymization
Proceedings of the VLDB Endowment
SAPPER: subgraph indexing and approximate matching in large graphs
Proceedings of the VLDB Endowment
Interesting-phrase mining for ad-hoc text analytics
Proceedings of the VLDB Endowment
Redesigning the string hash table, burst trie, and BST to exploit cache
Journal of Experimental Algorithmics (JEA)
Scalable model for mining critical least association rules
ICICA'10 Proceedings of the First international conference on Information computing and applications
Extracting service aspects from web reviews
WISM'10 Proceedings of the 2010 international conference on Web information systems and mining
A sampling based algorithm for finding association rules from uncertain data
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part I
Pattern mining on stars with FP-growth
MDAI'10 Proceedings of the 7th international conference on Modeling decisions for artificial intelligence
A novel approach to improving C-Tree for feature selection
Applied Soft Computing
A rough set approach to multiple dataset analysis
Applied Soft Computing
Mining disjunctive consequent association rules
Applied Soft Computing
An improved frequent pattern growth method for mining association rules
Expert Systems with Applications: An International Journal
A new logic correlation rule for HIV-1 protease mutation
Expert Systems with Applications: An International Journal
Experimental study on fighters behaviors mining
Expert Systems with Applications: An International Journal
Local and global recoding methods for anonymizing set-valued data
The VLDB Journal — The International Journal on Very Large Data Bases
Preknowledge-based generalized association rules mining
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Combining subgroup discovery and permutation testing to reduce reduncancy
ISoLA'10 Proceedings of the 4th international conference on Leveraging applications of formal methods, verification, and validation - Volume Part I
Improving the efficiency of FP tree construction using transactional patternbase
Proceedings of the 8th International Conference on Frontiers of Information Technology
An effective tree structure for mining high utility itemsets
Expert Systems with Applications: An International Journal
Generalized association rule mining using an efficient data structure
Expert Systems with Applications: An International Journal
An efficient algorithm for mining erasable itemsets
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Frequent pattern mining using modified CP-tree for knowledge discovery
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Frequent pattern trend analysis in social networks
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Weigted-FP-tree based XML query pattern mining
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Forecasting short-term trends of stock markets based on fuzzy frequent pattern tree
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume Part III
Generating tags for service reviews
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Finding closed frequent item sets by intersecting transactions
Proceedings of the 14th International Conference on Extending Database Technology
Memory-efficient frequent-itemset mining
Proceedings of the 14th International Conference on Extending Database Technology
Effective utility mining with the measure of average utility
Expert Systems with Applications: An International Journal
Mining of frequent itemsets with JoinFI-mine algorithm
AIKED'11 Proceedings of the 10th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
Proceedings of the 20th international conference companion on World wide web
Proposing a charting recommender system for second-language nurses
Expert Systems with Applications: An International Journal
Improving constrained pattern mining with first-fail-based heuristics
Data Mining and Knowledge Discovery
Review: data mining: Past, present and future
The Knowledge Engineering Review
Application tool for experiments on SQL server 2005 transactions
DNCOCO'06 Proceedings of the 5th WSEAS international conference on Data networks, communications and computers
An approach for adaptive associative classification
Expert Systems with Applications: An International Journal
Discovery of frequent patterns in transactional data streams
Transactions on large-scale data- and knowledge-centered systems II
Towards improved load balancing for data intensive distributed computing
Proceedings of the 2011 ACM Symposium on Applied Computing
Frequent itemset mining of uncertain data streams using the damped window model
Proceedings of the 2011 ACM Symposium on Applied Computing
Equivalence class transformation based mining of frequent itemsets from uncertain data
Proceedings of the 2011 ACM Symposium on Applied Computing
A log-linear approach to mining significant graph-relational patterns
Data & Knowledge Engineering
Detecting software modularity violations
Proceedings of the 33rd International Conference on Software Engineering
Discovery of frequent patterns in transactional data streams
Transactions on large-scale data- and knowledge-centered systems II
A highly parallel algorithm for frequent itemset mining
MCPR'10 Proceedings of the 2nd Mexican conference on Pattern recognition: Advances in pattern recognition
PolyA-iEP: A data mining method for the effective prediction of polyadenylation sites
Expert Systems with Applications: An International Journal
A novel evolutionary method to search interesting association rules by keywords
Expert Systems with Applications: An International Journal
Mining high utility mobile sequential patterns in mobile commerce environments
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
A pattern mining approach for information filtering systems
Information Retrieval
RM-Tool: A framework for discovering and evaluating association rules
Advances in Engineering Software
Itemset mining: A constraint programming perspective
Artificial Intelligence
New and efficient knowledge discovery of partial periodic patterns with multiple minimum supports
Journal of Systems and Software
Mining maximal co-located event sets
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Multi-agent based classification using argumentation from experience
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Item set mining based on cover similarity
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Data access paths in processing of sets of frequent itemset queries
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Towards the effective temporal association mining of spam blacklists
Proceedings of the 8th Annual Collaboration, Electronic messaging, Anti-Abuse and Spam Conference
SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
Event log mining tool for large scale HPC systems
Euro-Par'11 Proceedings of the 17th international conference on Parallel processing - Volume Part I
Frequent pattern mining from time-fading streams of uncertain data
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
SPO-Tree: efficient single pass ordered incremental pattern mining
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
RP-Tree: rare pattern tree mining
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
Fast and memory-efficient discovery of the top-k relevant subgroups in a reduced candidate space
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
A practice probability frequent pattern mining method over transactional uncertain data streams
UIC'11 Proceedings of the 8th international conference on Ubiquitous intelligence and computing
Extensions for continuous pattern mining
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
A modified apriori algorithm for analysing high-dimensional gene data
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Making use of associative classifiers in order to alleviate typical drawbacks in recommender systems
Expert Systems with Applications: An International Journal
Discovering discriminative test items for achievement tests
Expert Systems with Applications: An International Journal
The discovery of frequent patterns with logic and constraint programming
MAMECTIS/NOLASC/CONTROL/WAMUS'11 Proceedings of the 13th WSEAS international conference on mathematical methods, computational techniques and intelligent systems, and 10th WSEAS international conference on non-linear analysis, non-linear systems and chaos, and 7th WSEAS international conference on dynamical systems and control, and 11th WSEAS international conference on Wavelet analysis and multirate systems: recent researches in computational techniques, non-linear systems and control
An efficient itemset mining approach for data streams
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part II
MHUI-max: An efficient algorithm for discovering high-utility itemsets from data streams
Journal of Information Science
Enumeration tree based emerging patterns mining by using two different supports
ICHIT'11 Proceedings of the 5th international conference on Convergence and hybrid information technology
An alerts correlation technology for large-scale network intrusion detection
WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part I
Proceedings of the VLDB Endowment
Mining classification rules without support: an anti-monotone property of Jaccard measure
DS'11 Proceedings of the 14th international conference on Discovery science
The augmented itemset tree: a data structure for online maximum frequent pattern mining
DS'11 Proceedings of the 14th international conference on Discovery science
Scalable density-based subspace clustering
Proceedings of the 20th ACM international conference on Information and knowledge management
Mining frequent patterns across multiple data streams
Proceedings of the 20th ACM international conference on Information and knowledge management
Mining frequent patterns from univariate uncertain data
Data & Knowledge Engineering
Re-mining item associations: Methodology and a case study in apparel retailing
Decision Support Systems
CLAP: Collaborative pattern mining for distributed information systems
Decision Support Systems
IVIC'11 Proceedings of the Second international conference on Visual informatics: sustaining research and innovations - Volume Part I
DualRank: a dual-phase algorithm for optimal profit mining in retailing market
ASIAN'05 Proceedings of the 10th Asian Computing Science conference on Advances in computer science: data management on the web
Classification of type-2 diabetic patients by using Apriori and predictive Apriori
International Journal of Computational Vision and Robotics
Efficient incremental breadth-depth XML event mining
Proceedings of the 15th Symposium on International Database Engineering & Applications
International Journal of Computational Science and Engineering
Fast mining erasable itemsets using NC_sets
Expert Systems with Applications: An International Journal
Characterization of evaluation metrics in topical web crawling based on genetic algorithm
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Artificial immune system for associative classification
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
An efficient algorithm for mining string databases under constraints
KDID'04 Proceedings of the Third international conference on Knowledge Discovery in Inductive Databases
Mining frequent trees based on topology projection
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Optimization of association rules extraction through exploitation of context dependent constraints
AI*IA'05 Proceedings of the 9th conference on Advances in Artificial Intelligence
TP+close: mining frequent closed patterns in gene expression datasets
VDMB'06 Proceedings of the First international conference on Data Mining and Bioinformatics
Inferring multidimensional cubes for representing conceptual document spaces
CAEPIA'05 Proceedings of the 11th Spanish association conference on Current Topics in Artificial Intelligence
Evaluating Cluster Preservation in Frequent Itemset Integration for Distributed Databases
Journal of Medical Systems
Search method of time sensitive frequent itemsets in data streams
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
SD-map: a fast algorithm for exhaustive subgroup discovery
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Peak-Jumping frequent itemset mining algorithms
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Frequent pattern discovery without binarization: mining attribute profiles
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Frequent route based continuous moving object location- and density prediction on road networks
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Mining flipping correlations from large datasets with taxonomies
Proceedings of the VLDB Endowment
Summarizing frequent patterns using profiles
DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications
Mining maximal correlated member clusters in high dimensional database
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
SGPM: static group pattern mining using apriori-like sliding window
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Mining quantitative maximal hyperclique patterns: a summary of results
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Mining frequent spatial patterns in image databases
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Variable support mining of frequent itemsets over data streams using synopsis vectors
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
EUC'06 Proceedings of the 2006 international conference on Embedded and Ubiquitous Computing
Fast algorithm for mining global frequent itemsets based on distributed database
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
ASPIS: an automated information system for certification and analysis of examination process
PCI'05 Proceedings of the 10th Panhellenic conference on Advances in Informatics
Dynamically mining frequent patterns over online data streams
ISPA'05 Proceedings of the Third international conference on Parallel and Distributed Processing and Applications
Mining frequent closed itemsets without candidate generation
ISPA'05 Proceedings of the Third international conference on Parallel and Distributed Processing and Applications
On simultaneous selection of prototypes and features in large data
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Mining traces of large scale systems
ICA3PP'05 Proceedings of the 6th international conference on Algorithms and Architectures for Parallel Processing
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
An FP-tree based approach for mining all strongly correlated item pairs
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Analyzing security protocols using association rule mining
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Significance and recovery of block structures in binary matrices with noise
COLT'06 Proceedings of the 19th annual conference on Learning Theory
An efficient approach for interactive mining of frequent itemsets
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Parallel mining of top-k frequent itemsets in very large text database
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Practical application of associative classifier for document classification
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
Programming relational databases for Itemset mining over large transactional tables
EPIA'05 Proceedings of the 12th Portuguese conference on Progress in Artificial Intelligence
Constructing complete FP-Tree for incremental mining of frequent patterns in dynamic databases
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
Intrusion detection based on behavior mining and machine learning techniques
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
Mobile user data mining: mining relationship patterns
EUC'05 Proceedings of the 2005 international conference on Embedded and Ubiquitous Computing
Logic-Based association rule mining in XML documents
APWeb'06 Proceedings of the 2006 international conference on Advanced Web and Network Technologies, and Applications
On mining 2 step walking pattern from mobile users
ICCSA'06 Proceedings of the 6th international conference on Computational Science and Its Applications - Volume Part I
Subcellular Localization Prediction through Boosting Association Rules
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Two new techniques for hiding sensitive itemsets and their empirical evaluation
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
A fast algorithm for maintenance of association rules in incremental databases
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
ExMiner: an efficient algorithm for mining top-k frequent patterns
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Multi-dimensional sequential pattern mining based on concept lattice
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
OSDM: optimized shape distribution method
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
MFIS—Mining frequent itemsets on data streams
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Mining spatial colocation patterns: a different framework
Data Mining and Knowledge Discovery
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
Mining regular patterns in data streams
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
Intensional query answering to XQuery expressions
DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
A decremental algorithm for maintaining frequent itemsets in dynamic databases
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
An efficiently algorithm based on itemsets-lattice and bitmap index for finding frequent itemsets
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
A sampling-based method for mining frequent patterns from databases
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Association classification based on sample weighting
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Classification with maximum entropy modeling of predictive association rules
ECML'05 Proceedings of the 16th European conference on Machine Learning
Adjustment of indirect association rules for the web
SOFSEM'05 Proceedings of the 31st international conference on Theory and Practice of Computer Science
IDS false alarm reduction using continuous and discontinuous patterns
ACNS'05 Proceedings of the Third international conference on Applied Cryptography and Network Security
Discovery of temporal frequent patterns using TFP-Tree
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
Pushing constraints to detect local patterns
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
Discovering frequent itemsets using transaction identifiers
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Sampling ensembles for frequent patterns
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Efficient mining of association rules based on formal concept analysis
Formal Concept Analysis
An integrated approach for mining meta-rules
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Temporal approach to association rule mining using t-tree and p-tree
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Finding all frequent patterns starting from the closure
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
User subjectivity in change modeling of streaming itemsets
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Frequent pattern mining with preferences–utility functions approach
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Estimation of the density of datasets with decision diagrams
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
A divide and conquer approach for deriving partially ordered sub-structures
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Automatic view selection: an application to image mining
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Pushing tougher constraints in frequent pattern mining
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
An efficient compression technique for frequent itemset generation in association rule mining
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Mining frequent ordered patterns
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Threshold tuning for improved classification association rule mining
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Considering re-occurring features in associative classifiers
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Efficient sampling: application to image data
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Frequent itemset mining with parallel RDBMS
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
WLPMiner: weighted frequent pattern mining with length-decreasing support constraints
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Can we apply projection based frequent pattern mining paradigm to spatial co-location mining?
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
A top down algorithm for mining web access patterns from web logs
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
σ-SCLOPE: clustering categorical streams using attribute selection
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Finding closed itemsets in data streams
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
An incremental FP-growth web content mining and its application in preference identification
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
A relational query primitive for constraint-based pattern mining
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
A survey on condensed representations for frequent sets
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
Mining constrained graphs: the case of workflow systems
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
Finding itemset-sharing patterns in a large itemset-associated graph
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Summarizing XML data by means of association rules
EDBT'04 Proceedings of the 2004 international conference on Current Trends in Database Technology
Mining maximal frequent itemsets using combined FP-Tree
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Mining for mutually exclusive gene expressions
SETN'10 Proceedings of the 6th Hellenic conference on Artificial Intelligence: theories, models and applications
Continuous pattern mining using the FCPGrowth algorithm in trajectory data warehouses
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part I
Analysis of the effectiveness of G3PARM algorithm
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
Positive and negative association rule mining on XML data streams in database as a service concept
Expert Systems with Applications: An International Journal
NNF: an effective approach in medicine paring analysis of traditional chinese medicine prescriptions
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
Using prefix-trees for efficiently computing set joins
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
A framework for mining association rules
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
ICDM'04 Proceedings of the 4th international conference on Advances in Data Mining: applications in Image Mining, Medicine and Biotechnology, Management and Environmental Control, and Telecommunications
SQL based frequent pattern mining with FP-Growth
INAP'04/WLP'04 Proceedings of the 15th international conference on Applications of Declarative Programming and Knowledge Management, and 18th international conference on Workshop on Logic Programming
Function and service pattern analysis for facilitating the reconfiguration of collaboration systems
Computers and Industrial Engineering
A FP-tree-based method for inverse frequent set mining
BNCOD'06 Proceedings of the 23rd British National Conference on Databases, conference on Flexible and Efficient Information Handling
An efficient algorithm for frequent itemset mining on data streams
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
Distributed architecture for association rule mining
ADVIS'06 Proceedings of the 4th international conference on Advances in Information Systems
Approximate boolean reasoning: foundations and applications in data mining
Transactions on Rough Sets V
Dense subgraph maintenance under streaming edge weight updates for real-time story identification
Proceedings of the VLDB Endowment
Flexible online association rule mining based on multidimensional pattern relations
Information Sciences: an International Journal
Processing count queries over event streams at multiple time granularities
Information Sciences: an International Journal
Partition-Based approach to processing batches of frequent itemset queries
FQAS'06 Proceedings of the 7th international conference on Flexible Query Answering Systems
WISE'06 Proceedings of the 7th international conference on Web Information Systems
Mining maximum frequent access patterns in web logs based on unique labeled tree
WISE'06 Proceedings of the 7th international conference on Web Information Systems
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
An efficient distributed algorithm for mining association rules
ISPA'06 Proceedings of the 4th international conference on Parallel and Distributed Processing and Applications
Data mining for diagnostic debugging in sensor networks: preliminary evidence and lessons learned
Sensor-KDD'08 Proceedings of the Second international conference on Knowledge Discovery from Sensor Data
Mining the k-most interesting frequent patterns sequentially
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Using rules discovery for the continuous improvement of e-learning courses
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Profile association rule mining using tests of hypotheses without support threshold
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and Its Applications - Volume Part IV
Mining patterns of mobile users through mobile devices and the musics they listens
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and Its Applications - Volume Part IV
Interactive association rules discovery
ICFCA'06 Proceedings of the 4th international conference on Formal Concept Analysis
Voice of the customer: Customer satisfaction ratio based analysis
Expert Systems with Applications: An International Journal
Memory-aware frequent k-itemset mining
KDID'05 Proceedings of the 4th international conference on Knowledge Discovery in Inductive Databases
Multi-class correlated pattern mining
KDID'05 Proceedings of the 4th international conference on Knowledge Discovery in Inductive Databases
Shaping SQL-Based frequent pattern mining algorithms
KDID'05 Proceedings of the 4th international conference on Knowledge Discovery in Inductive Databases
Exploiting virtual patterns for automatically pruning the search space
KDID'05 Proceedings of the 4th international conference on Knowledge Discovery in Inductive Databases
Mining patterns from longitudinal studies
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
A new mining algorithm of association rules and applications
ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications
An improvement for dEclat algorithm
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
Apriori-based frequent itemset mining algorithms on MapReduce
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
Finding experts in tag based knowledge sharing communities
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
Algorithms to discover complete frequent episodes in sequences
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
Multi-assignment clustering for boolean data
The Journal of Machine Learning Research
Distributed methodology of cantree construction
MIWAI'11 Proceedings of the 5th international conference on Multi-Disciplinary Trends in Artificial Intelligence
Agent enriched distributed association rules mining: a review
ADMI'11 Proceedings of the 7th international conference on Agents and Data Mining Interaction
Facilitating web search with visualization and data mining techniques
Knowledge and Information Visualization
PISA: A framework for multiagent classification using argumentation
Data & Knowledge Engineering
Classification based on specific rules and inexact coverage
Expert Systems with Applications: An International Journal
Mining single pass weighted pattern tree
ICDEM'10 Proceedings of the Second international conference on Data Engineering and Management
Attribute -TID method for discovering sequence of attributes
ICDEM'10 Proceedings of the Second international conference on Data Engineering and Management
Efficient colossal pattern mining in high dimensional datasets
Knowledge-Based Systems
CCDR-PAID: more efficient cache-conscious PAID algorithm by data reconstruction
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Improving multi-label classifiers via label reduction with association rules
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
An incremental mining algorithm for association rules based on minimal perfect hashing and pruning
APWeb'12 Proceedings of the 14th international conference on Web Technologies and Applications
Efficient mining regularly frequent patterns in transactional databases
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Fast tree-based mining of frequent itemsets from uncertain data
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Efficient algorithm for mining correlated Protein-DNA binding cores
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Mining social networks for significant friend groups
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications
Privacy-preserving frequent itemsets mining via secure collaborative framework
Security and Communication Networks
Multi-select faceted navigation based on minimum description length principle
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
An evolutionary approach to rank class association rules with feedback mechanism
Expert Systems with Applications: An International Journal
Temporal data mining with up-to-date pattern trees
Expert Systems with Applications: An International Journal
Algorithms for mining meaningful roles
Proceedings of the 17th ACM symposium on Access Control Models and Technologies
I-prune: Item selection for associative classification
International Journal of Intelligent Systems
Discovery of characteristic patterns from transactions with their classes
Applied Computational Intelligence and Soft Computing
Mining top-K high utility itemsets
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Harnessing the wisdom of the crowds for accurate web page clipping
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
RadialViz: an orientation-free frequent pattern visualizer
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Mining frequent patterns in a varying-size sliding window of online transactional data streams
Information Sciences: an International Journal
Mining frequent itemsets over uncertain databases
Proceedings of the VLDB Endowment
Expert Systems with Applications: An International Journal
An adaptive approach to mining frequent itemsets efficiently
Expert Systems with Applications: An International Journal
Mining probabilistic datasets vertically
Proceedings of the 16th International Database Engineering & Applications Sysmposium
Probabilistic frequent pattern growth for itemset mining in uncertain databases
SSDBM'12 Proceedings of the 24th international conference on Scientific and Statistical Database Management
Content independent metadata production as a machine learning problem
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Mop: An Efficient Algorithm for Mining Frequent Pattern with Subtree Traversing
Fundamenta Informaticae
Cover similarity based item set mining
Bisociative Knowledge Discovery
CWFM: closed contingency weighted frequent itemsets mining
ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects
ML-DS: a novel deterministic sampling algorithm for association rules mining
ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects
GMA: an approach for association rules mining on medical images
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Sequential patterns mining on high-dimensional data stream
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Computers & Mathematics with Applications
Context-aware music recommendation based on latenttopic sequential patterns
Proceedings of the sixth ACM conference on Recommender systems
Multi-Dimensional Relational Sequence Mining
Fundamenta Informaticae - Progress on Multi-Relational Data Mining
SPICE: A New Framework for Data Mining based on Probability Logic and Formal Concept Analysis
Fundamenta Informaticae - Special issue ISMIS'05
A Contribution to the Use of Decision Diagrams for Loading and Mining Transaction Databases
Fundamenta Informaticae - Special issue ISMIS'05
Several remarks on mining frequent trajectories in graphs
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
Extracting incidental and global knowledge through compact pattern trees in distributed environment
RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Perfect Hashing Schemes for Mining Traversal Patterns
Fundamenta Informaticae
Frequent Subtree Mining - An Overview
Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences
Mining Induced/Embedded Subtrees using the Level of Embedding Constraint
Fundamenta Informaticae
Knowledge discovery interestingness measures based on unexpectedness
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
The retrieval of motion event by associations of temporal frequent pattern growth
Future Generation Computer Systems
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
PATTY: a taxonomy of relational patterns with semantic types
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Selection and pruning algorithms for bitmap index selection problem using data mining
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
DWFIST: leveraging calendar-based pattern mining in data streams
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Recent frequent itemsets mining over data streams
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Frequent itemset minning with trie data structure and parallel execution with PVM
PVM/MPI'07 Proceedings of the 14th European conference on Recent Advances in Parallel Virtual Machine and Message Passing Interface
A general framework to encode heterogeneous information sources for contextual pattern mining
Proceedings of the 21st ACM international conference on Information and knowledge management
Incorporating occupancy into frequent pattern mining for high quality pattern recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
PARMA: a parallel randomized algorithm for approximate association rules mining in MapReduce
Proceedings of the 21st ACM international conference on Information and knowledge management
GPU acceleration of probabilistic frequent itemset mining from uncertain databases
Proceedings of the 21st ACM international conference on Information and knowledge management
An effective rule miner for instance matching in a web of data
Proceedings of the 21st ACM international conference on Information and knowledge management
Optimonotone Measures For Optimal Rule Discovery
Computational Intelligence
Information Sciences: an International Journal
Parallel frequent itemset mining using systolic arrays
Knowledge-Based Systems
Incremental itemset mining based on matrix apriori algorithm
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
Mining popular patterns from transactional databases
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
Rare pattern mining on data streams
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
DFP-Growth: an efficient algorithm for mining frequent patterns in dynamic database
ICICA'12 Proceedings of the Third international conference on Information Computing and Applications
Scalable technique to discover items support from trie data structure
ICICA'12 Proceedings of the Third international conference on Information Computing and Applications
Generic pattern trees for exhaustive exceptional model mining
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
A parallel association-rule mining algorithm
WISM'12 Proceedings of the 2012 international conference on Web Information Systems and Mining
Research and improvement on association rule algorithm based on FP-Growth
WISM'12 Proceedings of the 2012 international conference on Web Information Systems and Mining
AC-CS: an immune-inspired associative classification algorithm
ICARIS'12 Proceedings of the 11th international conference on Artificial Immune Systems
X-Class: Associative Classification of XML Documents by Structure
ACM Transactions on Information Systems (TOIS)
ADBIS'12 Proceedings of the 16th East European conference on Advances in Databases and Information Systems
Mining frequent itemsets in large databases: The hierarchical partitioning approach
Expert Systems with Applications: An International Journal
Finding patterns in large star schemas at the right aggregation level
MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence
On differentially private frequent itemset mining
Proceedings of the VLDB Endowment
Two scalable algorithms for associative text classification
Information Processing and Management: an International Journal
Constrained frequent pattern mining on univariate uncertain data
Journal of Systems and Software
Sequential pattern mining -- approaches and algorithms
ACM Computing Surveys (CSUR)
Playing by the rules: mining query associations to predict search performance
Proceedings of the sixth ACM international conference on Web search and data mining
Utility-based association rule mining: A marketing solution for cross-selling
Expert Systems with Applications: An International Journal
Research on Key Technology in Remote Education System of Spirit Diagnosing by Eye in TCM
International Journal of Distance Education Technologies
Kernel-Tree: mining frequent patterns in a data stream based on forecast support
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
EFP-M2: efficient model for mining frequent patterns in transactional database
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part II
FAR-miner: a fast and efficient algorithm for fuzzy association rule mining
International Journal of Business Intelligence and Data Mining
Secure Two-Party Association Rule Mining Based on One-Pass FP-Tree
International Journal of Information Security and Privacy
Context-Aware Expert Finding in Tag Based Knowledge Sharing Communities
International Journal of Knowledge and Systems Science
Tracing significant association rules using critical least association rules model
International Journal of Innovative Computing and Applications
Improving classification accuracy of associative classifiers by using k-conflict-rule preservation
Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication
PARAS: a parameter space framework for online association mining
Proceedings of the VLDB Endowment
DisClose: discovering colossal closed itemsets via a memory efficient compact row-tree
PAKDD'12 Proceedings of the 2012 Pacific-Asia conference on Emerging Trends in Knowledge Discovery and Data Mining
A space-time trade off for FUFP-trees maintenance
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Mining interesting user behavior patterns in mobile commerce environments
Applied Intelligence
An FPGA-Based Accelerator for Frequent Itemset Mining
ACM Transactions on Reconfigurable Technology and Systems (TRETS)
PARAS: interactive parameter space exploration for association rule mining
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Discovery of Online Shopping Patterns Across Websites
INFORMS Journal on Computing
Stream mining of frequent sets with limited memory
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Mining frequent itemsets over tuple-evolving data streams
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Clustering local frequency items in multiple databases
Information Sciences: an International Journal
FARP: Mining fuzzy association rules from a probabilistic quantitative database
Information Sciences: an International Journal
OO-FSG: an object-oriented approach to mine frequent subgraphs
AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121
pcApriori: scalable apriori for multiprocessor systems
Proceedings of the 25th International Conference on Scientific and Statistical Database Management
Scalable frequent itemset mining on many-core processors
Proceedings of the Ninth International Workshop on Data Management on New Hardware
Mining high utility episodes in complex event sequences
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Feature model extraction from large collections of informal product descriptions
Proceedings of the 2013 9th Joint Meeting on Foundations of Software Engineering
Microblog sentiment analysis based on emoticon networks model
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Direct out-of-memory distributed parallel frequent pattern mining
Proceedings of the 2nd International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Pushing constraints into data streams
Proceedings of the 2nd International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Randomly sampling maximal itemsets
Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytics
A data mining approach to discovering reliable sequential patterns
Journal of Systems and Software
The Journal of Supercomputing
Parallel motif extraction from very long sequences
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
A probabilistic mixture model for mining and analyzing product search log
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
FIRE: interactive visual support for parameter space-driven rule mining
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
A Framework for Synthesizing Arbitrary Boolean Queries Induced by Frequent Itemsets
International Journal of Knowledge-Based Organizations
Association rule mining using binary particle swarm optimization
Engineering Applications of Artificial Intelligence
Mining associated sensor patterns for data stream of wireless sensor networks
Proceedings of the 8th ACM workshop on Performance monitoring and measurement of heterogeneous wireless and wired networks
Sequential pattern mining from trajectory data
Proceedings of the 17th International Database Engineering & Applications Symposium
Fuzzy association rule mining approaches for enhancing prediction performance
Expert Systems with Applications: An International Journal
Mining frequent itemsets from sparse data streams in limited memory environments
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Discovering frequent itemsets on uncertain data: a systematic review
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Troubleshooting interactive complexity bugs in wireless sensor networks using data mining techniques
ACM Transactions on Sensor Networks (TOSN)
Editorial: Parameter-free classification in multi-class imbalanced data sets
Data & Knowledge Engineering
Novel parallel method for mining frequent patterns on multi-core shared memory systems
DISCS-2013 Proceedings of the 2013 International Workshop on Data-Intensive Scalable Computing Systems
A performance study of three disk-based structures for indexing and querying frequent itemsets
Proceedings of the VLDB Endowment
Tasklets: enabling end user programming of web widgets
International Journal of Web Engineering and Technology
A hybrid data mining GRASP with path-relinking
Computers and Operations Research
EnCore: exploiting system environment and correlation information for misconfiguration detection
Proceedings of the 19th international conference on Architectural support for programming languages and operating systems
Stream mining on univariate uncertain data
Applied Intelligence
Misleading Generalized Itemset discovery
Expert Systems with Applications: An International Journal
Hybrid intelligent methods for arrhythmia detection and geriatric depression diagnosis
Applied Soft Computing
FaRNet: Fast recognition of high-dimensional patterns from big network traffic data
Computer Networks: The International Journal of Computer and Telecommunications Networking
Fast mining Top-Rank-k frequent patterns by using Node-lists
Expert Systems with Applications: An International Journal
Mining frequent correlated graphs with a new measure
Expert Systems with Applications: An International Journal
An efficient method for mining frequent itemsets with double constraints
Engineering Applications of Artificial Intelligence
MEI: An efficient algorithm for mining erasable itemsets
Engineering Applications of Artificial Intelligence
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Para Miner: a generic pattern mining algorithm for multi-core architectures
Data Mining and Knowledge Discovery
Mining top-k frequent patterns over data streams sliding window
Journal of Intelligent Information Systems
Scaling up cosine interesting pattern discovery: A depth-first method
Information Sciences: an International Journal
Minimally infrequent itemset mining using pattern-growth paradigm and residual trees
Proceedings of the 17th International Conference on Management of Data
Discovering diverse-frequent patterns in transactional databases
Proceedings of the 17th International Conference on Management of Data
Mining closed patterns in relational, graph and network data
Annals of Mathematics and Artificial Intelligence
CAR-NF: A classifier based on specific rules with high netconf
Intelligent Data Analysis
UT-Tree: Efficient mining of high utility itemsets from data streams
Intelligent Data Analysis
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Recent Advances in Soft Computing: Theories and Applications
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Mining frequent patterns in transaction databases, time-series databases, and many other kinds of databases has been studied popularly in data mining research. Most of the previous studies adopt an Apriori-like candidate set generation-and-test approach. However, candidate set generation is still costly, especially when there exist prolific patterns and/or long patterns.In this study, we propose a novel frequent pattern tree (FP-tree) structure, which is an extended prefix-tree structure for storing compressed, crucial information about frequent patterns, and develop an efficient FP-tree-based mining method, FP-growth, for mining the complete set of frequent patterns by pattern fragment growth. Efficiency of mining is achieved with three techniques: (1) a large database is compressed into a highly condensed, much smaller data structure, which avoids costly, repeated database scans, (2) our FP-tree-based mining adopts a pattern fragment growth method to avoid the costly generation of a large number of candidate sets, and (3) a partitioning-based, divide-and-conquer method is used to decompose the mining task into a set of smaller tasks for mining confined patterns in conditional databases, which dramatically reduces the search space. Our performance study shows that the FP-growth method is efficient and scalable for mining both long and short frequent patterns, and is about an order of magnitude faster than the Apriori algorithm and also faster than some recently reported new frequent pattern mining methods.