Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
File structures using hashing functions
Communications of the ACM
Machine Learning
Efficient Similarity Search In Sequence Databases
FODO '93 Proceedings of the 4th International Conference on Foundations of Data Organization and Algorithms
Knowledge Mining by Imprecise Querying: A Classification-Based Approach
Proceedings of the Eighth International Conference on Data Engineering
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
An Interval Classifier for Database Mining Applications
VLDB '92 Proceedings of the 18th International Conference on Very Large Data Bases
Knowledge Discovery in Databases: An Attribute-Oriented Approach
VLDB '92 Proceedings of the 18th International Conference on Very Large Data Bases
Efficient and Effective Clustering Methods for Spatial Data Mining
VLDB '94 Proceedings of the 20th 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
Mining knowledge at multiple concept levels
CIKM '95 Proceedings of the fourth international conference on Information and knowledge management
Efficient parallel data mining for association rules
CIKM '95 Proceedings of the fourth international conference on Information and knowledge management
Mining quantitative association rules in large relational tables
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Data mining using two-dimensional optimized association rules: scheme, algorithms, and visualization
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Mining optimized association rules for numeric attributes
PODS '96 Proceedings of the fifteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
An object-oriented approach to multi-level association rule mining
CIKM '96 Proceedings of the fifth international conference on Information and knowledge management
Background for association rules and cost estimate of selected mining algorithms
CIKM '96 Proceedings of the fifth international conference on Information and knowledge management
Beyond market baskets: generalizing association rules to correlations
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Association rules over interval data
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
A localized algorithm for parallel association mining
Proceedings of the ninth annual ACM symposium on Parallel algorithms and architectures
Designing Templates for Mining Association Rules
Journal of Intelligent Information Systems
Mining association rules with adjustable accuracy
CIKM '97 Proceedings of the sixth international conference on Information and knowledge management
Generating association rules from semi-structured documents using an extended concept hierarchy
CIKM '97 Proceedings of the sixth international conference on Information and knowledge management
Intensional query processing using data mining approaches
CIKM '97 Proceedings of the sixth international conference on Information and knowledge management
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
Asynchronous parallel algorithm for mining association rules on a shared-memory multi-processors
Proceedings of the tenth annual ACM symposium on Parallel algorithms and architectures
SpeedTracer: a Web usage mining and analysis tool
IBM Systems Journal
Dynamic skew handling in parallel mining of association rules
Proceedings of the seventh international conference on Information and knowledge management
Online algorithms for finding profile association rules
Proceedings of the seventh international conference on Information and knowledge management
Proceedings of the seventh international conference on Information and knowledge management
A framework for measuring changes in data characteristics
PODS '99 Proceedings of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Optimization of constrained frequent set queries with 2-variable constraints
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Scalable algorithms for mining large databases
KDD '99 Tutorial notes of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining optimized gain rules for numeric attributes
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Using a knowledge cache for interactive discovery of association rules
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Using association rules for product assortment decisions: a case study
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
An efficient algorithm to update large itemsets with early pruning
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Breaking the barrier of transactions: mining inter-transaction association rules
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining association rules with multiple minimum supports
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Data mining and the Web: past, present and future
Proceedings of the 2nd international workshop on Web information and data management
Using domain knowledge in knowledge discovery
Proceedings of the eighth international conference on Information and knowledge management
Transversing itemset lattices with statistical metric pruning
PODS '00 Proceedings of the nineteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Mining frequent patterns without candidate generation
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
An approach to discovering temporal association rules
SAC '00 Proceedings of the 2000 ACM symposium on Applied computing - Volume 1
Data Mining in Large Databases Using Domain Generalization Graphs
Journal of Intelligent Information Systems
Efficient search for association rules
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Mining and visualizing recommendation spaces for elliptic PDEs with continuous attributes
ACM Transactions on Mathematical Software (TOMS) - Special issue in honor of John Rice's 65th birthday
ACM Transactions on Information Systems (TOIS)
Web for data mining: organizing and interpreting the discovered rules using the Web
ACM SIGKDD Explorations Newsletter
ACM Transactions on Database Systems (TODS)
Parallel data mining for association rules on shared-memory multi-processors
Supercomputing '96 Proceedings of the 1996 ACM/IEEE conference on Supercomputing
Using quantitative information for efficient association rule generation
ACM SIGMOD Record
Communication-efficient distributed mining of association rules
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Mining frequent patterns with counting inference
ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
Data Mining with optimized two-dimensional association rules
ACM Transactions on Database Systems (TODS)
A fast algorithm for mining sequential patterns from large databases
Journal of Computer Science and Technology
Efficient runtime generation of association rules
Proceedings of the tenth international conference on Information and knowledge management
Scalable frequent-pattern mining methods: an overview
Tutorial notes of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
An evolutionary algorithm to discover numeric association rules
Proceedings of the 2002 ACM symposium on Applied computing
Constrained frequent pattern mining: a pattern-growth view
ACM SIGKDD Explorations Newsletter
Levelwise Search and Borders of Theories in KnowledgeDiscovery
Data Mining and Knowledge Discovery
Parallel Algorithms for Discovery of Association Rules
Data Mining and Knowledge Discovery
Beyond Market Baskets: Generalizing Association Rules to Dependence Rules
Data Mining and Knowledge Discovery
An Extension to SQL for Mining Association Rules
Data Mining and Knowledge Discovery
Is Sampling Useful in Data Mining? A Case in the Maintenance of Discovered Association Rules
Data Mining and Knowledge Discovery
On the Complexity of Mining Quantitative Association Rules
Data Mining and Knowledge Discovery
A Fast Parallel Clustering Algorithm for Large Spatial Databases
Data Mining and Knowledge Discovery
Effect of Data Distribution in Parallel Mining of Associations
Data Mining and Knowledge Discovery
DMajor—Application Programming Interface for Database Mining
Data Mining and Knowledge Discovery
Constraint-Based Rule Mining in Large, Dense Databases
Data Mining and Knowledge Discovery
Bottom-Up Association Rule Mining in Relational Databases
Journal of Intelligent Information Systems - Special issue on data warehousing and knowledge discovery
Prediction of Web Page Accesses by Proxy Server Log
World Wide Web
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
ARminer: a data mining tool based on association rules
Journal of Computer Science and Technology
An Adaptive Algorithm for Mining Association Rules on Shared-Memory Parallel Machines
Distributed and Parallel Databases
Parallel and Distributed Association Mining: A Survey
IEEE Concurrency
Computer
Data Mining: An Overview from a Database Perspective
IEEE Transactions on Knowledge and Data Engineering
Efficient Mining of Association Rules in Distributed Databases
IEEE Transactions on Knowledge and Data Engineering
Visualization Techniques for Mining Large Databases: A Comparison
IEEE Transactions on Knowledge and Data Engineering
Parallel Mining of Association Rules
IEEE Transactions on Knowledge and Data Engineering
Efficient Attribute-Oriented Generalization for Knowledge Discovery from Large Databases
IEEE Transactions on Knowledge and Data Engineering
Mining Multiple-Level Association Rules in Large Databases
IEEE Transactions on Knowledge and Data Engineering
Scalable Parallel Data Mining for Association Rules
IEEE Transactions on Knowledge and Data Engineering
Scalable Algorithms for Association Mining
IEEE Transactions on Knowledge and Data Engineering
A New Approach to Online Generation of Association Rules
IEEE Transactions on Knowledge and Data Engineering
A Graph-Based Approach for Discovering Various Types of Association Rules
IEEE Transactions on Knowledge and Data Engineering
Mining Optimized Association Rules with Categorical and Numeric Attributes
IEEE Transactions on Knowledge and Data Engineering
Effect of Data Skewness and Workload Balance in Parallel Data Mining
IEEE Transactions on Knowledge and Data Engineering
Pincer-Search: An Efficient Algorithm for Discovering the Maximum Frequent Set
IEEE Transactions on Knowledge and Data Engineering
Fast Algorithms for Online Generation of Profile Association Rules
IEEE Transactions on Knowledge and Data Engineering
A pattern decomposition algorithm for data mining of frequent patterns
Knowledge and Information Systems
Efficient Mining of Intertransaction Association Rules
IEEE Transactions on Knowledge and Data Engineering
Alternative Interest Measures for Mining Associations in Databases
IEEE Transactions on Knowledge and Data Engineering
Mining Optimized Gain Rules for Numeric Attributes
IEEE Transactions on Knowledge and Data Engineering
Synthesizing High-Frequency Rules from Different Data Sources
IEEE Transactions on Knowledge and Data Engineering
Composition of Mining Contexts for Efficient Extraction of Association Rules
EDBT '02 Proceedings of the 8th International Conference on Extending Database Technology: Advances in Database Technology
Design and Evaluation of a High-Level Interface for Data Mining
IPDPS '02 Proceedings of the 16th International Parallel and Distributed Processing Symposium
Incremental Quantitative Rule Derivation by Multidimensional Data Partitioning
IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium
An efficient association mining implementation on clusters of SMP
IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium
Discovering Association Rules in Large, Dense Databases
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Mining Generalized Multiple-Level Association Rules
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Implication-Based Fuzzy Association Rules
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
On the Discovery of Interesting Patterns in Association Rules
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Computing Iceberg Queries Efficiently
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
ARMiner: A Data Mining Tool Based on Association Rules
WAIM '01 Proceedings of the Second International Conference on Advances in Web-Age Information Management
Efficiently Computing Weighted Proximity Relationships in Spatial Databases
WAIM '01 Proceedings of the Second International Conference on Advances in Web-Age Information Management
Mining Frequent Itemsets Using Support Constraints
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Discovery of Multiple-Level Association Rules from Large Databases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Mining Generalized Association Rules
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Sampling Large Databases for Association Rules
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
A New SQL-like Operator for Mining Association Rules
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
Efficient Construction of Regression Trees with Range and Region Splitting
VLDB '97 Proceedings of the 23rd 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
A New Approach for the Discovery of Frequent Itemsets
DaWaK '99 Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery
Partitioning Algorithms for the Computation of Average Iceberg Queries
DaWaK 2000 Proceedings of the Second International Conference on Data Warehousing and Knowledge Discovery
SQL Based Association Rule Mining Using Commercial RDBMS (IBM DB2 UBD EEE)
DaWaK 2000 Proceedings of the Second 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
Mining Generalized Association Rules with Multiple Minimum Supports
DaWaK '01 Proceedings of the Third International Conference on Data Warehousing and Knowledge Discovery
Fuzzy Association Rules: Semantic Issues and Quality Measures
Proceedings of the International Conference, 7th Fuzzy Days on Computational Intelligence, Theory and Applications
Extending the Applicability of Association Rules
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
LGen - A Lattice-Based Candidate Set Generation Algorithm for I/O Efficient Association Rule Mining
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
Frequent Itemset Counting Across Multiple Tables
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
Density-Based Mining of Quantitative Association Rules
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
Mining Structured Association Patterns from Databases
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
Mining Optimal Class Association Rule Set
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Towards Efficient Data Re-mining (DRM)
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on 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
Mining Interesting Association Rules: A Data Mining Language
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
An Effective Boolean Algorithm for Mining Association Rules in Large Databases
DASFAA '99 Proceedings of the Sixth International Conference on Database Systems for Advanced Applications
Efficiently Matching Proximity Relationships in Spatial Databases
SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
A Low-Scan Incremental Association Rule Maintenance Method Based on the Apriori Property
AI '01 Proceedings of the 14th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence
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
A Survey of Association-Rule Mining
DS '00 Proceedings of the Third International Conference on Discovery Science
Mining Clusters with Association Rules
IDA '99 Proceedings of the Third International Symposium on Advances in Intelligent Data Analysis
Parallel and Distributed Data Mining: An Introduction
Revised Papers from Large-Scale Parallel Data Mining, Workshop on Large-Scale Parallel KDD Systems, SIGKDD
Efficient Parallel Algorithms for Mining Associations
Revised Papers from Large-Scale Parallel Data Mining, Workshop on Large-Scale Parallel KDD Systems, SIGKDD
Parallel Branch-and-Bound Graph Search for Correlated Association Rules
Revised Papers from Large-Scale Parallel Data Mining, Workshop on Large-Scale Parallel KDD Systems, SIGKDD
DEXA '00 Proceedings of the 11th International Conference on Database and Expert Systems Applications
Efficient Data Mining Based on Formal Concept Analysis
DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications
An Efficient Distributed Algorithm for Computing Association Rules
WAIM '00 Proceedings of the First International Conference on Web-Age Information Management
Answering the Most Correlated N Association Rules Efficiently
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Load balancing distributed file system servers: a rule-based approach
Web-enabled systems integration
A template model for multidimensional inter-transactional association rules
The VLDB Journal — The International Journal on Very Large Data Bases
Mining frequent item sets by opportunistic projection
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Pushing Support Constraints Into Association Rules Mining
IEEE Transactions on Knowledge and Data Engineering
Handbook of data mining and knowledge discovery
Connectionist and evolutionary models for learning, discovering and forecasting software effort
Managing data mining technologies in organizations
An interactive visualization system for mining association rules
Data mining, rough sets and granular computing
FlexiMine – A Flexible Platform for KDD Research and Application Development
Annals of Mathematics and Artificial Intelligence
CrystalBall: a framework for mining variants of association rules
ADC '03 Proceedings of the 14th Australasian database conference - Volume 17
Mining Fuzzy Quantitative Association Rules
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Mining and visualizing recommendation spaces for PDE solvers: the continuous attributes case
Computational science, mathematics and software
Off to new shores: conceptual knowledge discovery and processing
International Journal of Human-Computer Studies
Forecasting Association Rules Using Existing Data Sets
IEEE Transactions on Knowledge and Data Engineering
Itemset Trees for Targeted Association Querying
IEEE Transactions on Knowledge and Data Engineering
ExAMiner: Optimized Level-wise Frequent Pattern Mining with Monotone Constraints
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
A High-Performance Distributed Algorithm for Mining Association Rules
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
Building an Association Rules Framework to Improve Product Assortment Decisions
Data Mining and Knowledge Discovery
Mining Frequent Patterns without Candidate Generation: A Frequent-Pattern Tree Approach
Data Mining and Knowledge Discovery
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
Fast vertical mining using diffsets
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
ICCMSE '03 Proceedings of the international conference on Computational methods in sciences and engineering
Maintaining discovered frequent itemsets: cases for changeable database and support
Journal of Computer Science and Technology
ART: A Hybrid Classification Model
Machine Learning
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
Communication-Efficient Distributed Mining of Association Rules
Data Mining and Knowledge Discovery
An efficient cluster and decomposition algorithm for mining association rules
Information Sciences—Informatics and Computer Science: An International Journal
Hypergraph Models and Algorithms for Data-Pattern-Based Clustering
Data Mining and Knowledge Discovery
Efficient automatic discovery of 'hot' itemsets
Information Processing Letters
Design and application of hybrid intelligent systems
Frequent Pattern Mining on Message Passing Multiprocessor Systems
Distributed and Parallel Databases
Advances in frequent itemset mining implementations: report on FIMI'03
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Parallel tree-projection-based sequence mining algorithms
Parallel Computing
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
IEEE Transactions on Knowledge and Data Engineering
Algorithms for mining association rules in bag databases
Information Sciences—Informatics and Computer Science: An International Journal
Efficient Algorithms for Mining Closed Itemsets and Their Lattice Structure
IEEE Transactions on Knowledge and Data Engineering
An efficient and flexible algorithm for online mining of large itemsets
Information Processing Letters
A high-performance distributed algorithm for mining association rules
Knowledge and Information Systems
Using information retrieval techniques for supporting data mining
Data & Knowledge Engineering
Extracting frequent connected subgraphs from large graph sets
Journal of Computer Science and Technology
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
Depth-first frequent itemset mining in relational databases
Proceedings of the 2005 ACM symposium on Applied computing
Attribute Clustering for Grouping, Selection, and Classification of Gene Expression Data
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Tight upper bounds on the number of candidate patterns
ACM Transactions on Database Systems (TODS)
Cache-conscious frequent pattern mining on a modern processor
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Information Sciences—Informatics and Computer Science: An International Journal
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
Fast and Memory Efficient Mining of Frequent Closed Itemsets
IEEE Transactions on Knowledge and Data Engineering
An Algorithm for In-Core Frequent Itemset Mining on Streaming Data
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
ACM SIGKDD Explorations Newsletter
Using market basket analysis to integrate and motivate topics in discrete structures
Proceedings of the 37th SIGCSE technical symposium on Computer science education
Adherence clustering: an efficient method for mining market-basket clusters
Information Systems
Efficiently mining frequent itemsets with compact FP-tree
Intelligent information processing II
Out-of-core frequent pattern mining on a commodity PC
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
An efficient approach to mining indirect associations
Journal of Intelligent Information Systems
Partitioning strategies for distributed association rule mining
The Knowledge Engineering Review
Matrix apriori: speeding up the search for frequent patterns
DBA'06 Proceedings of the 24th IASTED international conference on Database and applications
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
Finding association rules of cis-regulatory elements involved in alternative splicing
ACM-SE 45 Proceedings of the 45th annual southeast regional conference
Automatic discovery of locally frequent itemsets in the presence of highly frequent itemsets
Intelligent Data Analysis
Association mining in time-varying domains
Intelligent Data Analysis
Searching for high-support itemsets in itemset trees
Intelligent Data Analysis
Dynamic Association Rule Mining using Genetic Algorithms
Intelligent Data Analysis
EDUA: An efficient algorithm for dynamic database mining
Information Sciences: an International Journal
Efficient mining of generalized association rules with non-uniform minimum support
Data & Knowledge Engineering
Maintenance of maximal frequent itemsets in large databases
Proceedings of the 2007 ACM symposium on Applied computing
Multi-level fuzzy mining with multiple minimum supports
Expert Systems with Applications: An International Journal
Visualization of attractive and repulsive zones between variables
AusDM '06 Proceedings of the fifth Australasian conference on Data mining and analystics - Volume 61
A new approach to mine frequent patterns using item-transformation methods
Information Systems
MICF: An effective sanitization algorithm for hiding sensitive patterns on data mining
Advanced Engineering Informatics
SQUIRE: Sequential pattern mining with quantities
Journal of Systems and Software
Combined association rules for dealing with missing values
Journal of Information Science
Approximate frequency counts over data streams
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Maintenance of generalized association rules with multiple minimum supports
Intelligent Data Analysis
Mining association rules using clustering
Intelligent Data Analysis
Isolated items discarding strategy for discovering high utility itemsets
Data & Knowledge Engineering
Optimization of frequent itemset mining on multiple-core processor
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Mining association rules from imprecise ordinal data
Fuzzy Sets and Systems
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
Mining negative sequential patterns
ACOS'07 Proceedings of the 6th Conference on WSEAS International Conference on Applied Computer Science - Volume 6
Incremental maintenance of generalized association rules under taxonomy evolution
Journal of Information Science
Efficient algorithms for incremental utility mining
Proceedings of the 2nd international conference on Ubiquitous information management and communication
Mining negative fuzzy sequential patterns
SMO'07 Proceedings of the 7th WSEAS International Conference on Simulation, Modelling and Optimization
A time- and memory-efficient frequent itemset discovering algorithm for association rule mining
International Journal of Computer Applications in Technology
Approximate mining of frequent patterns on streams
Intelligent Data Analysis - Knowlegde Discovery from Data Streams
An efficient algorithm for mining closed inter-transaction itemsets
Data & Knowledge Engineering
An efficient hash-based algorithm for minimal k-anonymity
ACSC '08 Proceedings of the thirty-first Australasian conference on Computer science - Volume 74
A data mining proxy approach for efficient frequent itemset mining
The VLDB Journal — The International Journal on Very Large Data Bases
Online mining of fuzzy multidimensional weighted association rules
Applied Intelligence
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
ON DATA STRUCTURES FOR ASSOCIATION RULE DISCOVERY
Applied Artificial Intelligence
Index-BitTableFI: An improved algorithm for mining frequent itemsets
Knowledge-Based Systems
User controlled filtering in WEB usage mining
Journal of Computational Methods in Sciences and Engineering
RAM: Randomized Approximate Graph Mining
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
Mining Temporal Association Patterns under a Similarity Constraint
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
Mining Supplemental Frequent Patterns
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
A unified apriori-like algorithm for conjunctive query containment
IDEAS '08 Proceedings of the 2008 international symposium on Database engineering & applications
Updating generalized association rules with evolving taxonomies
Applied Intelligence
Mining strong positive and negative sequential patterns
WSEAS Transactions on Computers
Feature-preserved sampling over streaming data
ACM Transactions on Knowledge Discovery from Data (TKDD)
Mining fuzzy association rules from questionnaire data
Knowledge-Based Systems
TCOM, an innovative data structure for mining association rules among infrequent items
Computers & Mathematics with Applications
Efficient mining of interesting weighted patterns from directed graph traversals
Integrated Computer-Aided Engineering
A generalized parallel algorithm for frequent itemset mining
ICCOMP'08 Proceedings of the 12th WSEAS international conference on Computers
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
A new efficient formulation for frequent item-set generation
Proceedings of the International Conference on Advances in Computing, Communication and Control
Image mining using association rules derived from feature matrix
Proceedings of the International Conference on Advances in Computing, Communication and Control
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
Mining of cis-Regulatory Motifs Associated with Tissue-Specific Alternative Splicing
ISBRA '09 Proceedings of the 5th International Symposium on Bioinformatics Research and Applications
A new sampling technique for association rule mining
Journal of Information Science
Association rules mining including weak-support modes using novel measures
WSEAS Transactions on Computers
Proportional fault-tolerant data mining with applications to bioinformatics
Information Systems Frontiers
Parallel TID-based frequent pattern mining algorithm on a PC Cluster and grid computing system
Expert Systems with Applications: An International Journal
An efficient algorithm for finding dense regions for mining quantitative association rules
Computers & Mathematics with Applications
Generalized time related sequential association rule mining and traffic prediction
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
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
Efficient mining of association rules from wireless sensor networks
ICACT'09 Proceedings of the 11th international conference on Advanced Communication Technology - Volume 1
A novel manufacturing defect detection method using association rule mining techniques
Expert Systems with Applications: An International Journal
Efficient discovery of multilevel spatial association rules using partitions
Information and Software Technology
An efficient and flexible algorithm for online mining of large itemsets
Information Processing Letters
Information Sciences: an International Journal
Adherence clustering: an efficient method for mining market-basket clusters
Information Systems
Mining high average-utility itemsets
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
CBAR: an efficient method for mining association rules
Knowledge-Based Systems
A compress-based association mining algorithm for large dataset
ICCS'03 Proceedings of the 2003 international conference on Computational science
Integrating fuzziness with OLAP association rules mining
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
A quick look at methods for mining long subsequences
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
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
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
Performance study of distributed Apriori-like frequent itemsets mining
Knowledge and Information Systems
Approximately mining recently representative patterns on data streams
PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining
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
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
Tidset-based parallel FP-tree algorithm for the frequent pattern mining problem on PC clusters
GPC'08 Proceedings of the 3rd international conference on Advances in grid and pervasive computing
Association rule mining: models and algorithms
Association rule mining: models and algorithms
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
Network traffic monitoring based on mining frequent patterns
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 7
Using a cosine-type measure to derive strong association mining rules
International Journal of Knowledge Engineering and Data Mining
Retail marketing segmentation and customer profiling for forecasting sales
ICNVS'10 Proceedings of the 12th international conference on Networking, VLSI and signal processing
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)
Discovering itemset interactions
ACSC '09 Proceedings of the Thirty-Second Australasian Conference on Computer Science - Volume 91
An effective approach for mining mobile user habits
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Scalable model for mining critical least association rules
ICICA'10 Proceedings of the First international conference on Information computing and applications
Mining disjunctive consequent association rules
Applied Soft Computing
A new logic correlation rule for HIV-1 protease mutation
Expert Systems with Applications: An International Journal
Intelligent Data Analysis - Ubiquitous Knowledge Discovery
Preknowledge-based generalized association rules mining
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Generalized association rule mining using an efficient data structure
Expert Systems with Applications: An International Journal
Mining generalized association rules with quantitative data under multiple support constraints
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume Part II
Effective utility mining with the measure of average utility
Expert Systems with Applications: An International Journal
Advanced Matrix Algorithm (AMA): reducing number of scans for association rule generation
International Journal of Business Intelligence and Data Mining
Proposing a charting recommender system for second-language nurses
Expert Systems with Applications: An International Journal
A highly parallel algorithm for frequent itemset mining
MCPR'10 Proceedings of the 2nd Mexican conference on Pattern recognition: Advances in pattern recognition
Efficient prime-based method for interactive mining of frequent patterns
Expert Systems with Applications: An International Journal
Mining association rules of optional courses for course coordinator
ICWL'10 Proceedings of the 2010 international conference on New horizons in web-based learning
Discovering search engine related queries using association rules
Journal of Web Engineering
Mining association rules for label ranking
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Distributed BitTable multi-agent association rules mining algorithm
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part I
A new mining approach for uncertain databases using CUFP trees
Expert Systems with Applications: An International Journal
Mining interesting XML-enabled association rules with templates
KDID'04 Proceedings of the Third international conference on Knowledge Discovery in Inductive Databases
A fast algorithm for mining share-frequent itemsets
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
An efficient approach for interactive mining of frequent itemsets
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Mining multiple-level association rules under the maximum constraint of multiple minimum supports
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
Traversal pattern mining in web environment
WINE'05 Proceedings of the First international conference on Internet and Network Economics
On exploring the power-law relationship in the itemset support distribution
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
An approximate approach for mining recently frequent itemsets from data streams
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
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Maintenance of generalized association rules under transaction update and taxonomy evolution
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
Direct candidates generation: a novel algorithm for discovering complete share-frequent itemsets
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Discovering frequent itemsets using transaction identifiers
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 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
Frequent itemset mining with parallel RDBMS
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
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
Efficient remining of generalized association rules under multiple minimum support refinement
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
An incremental mining algorithm for high utility itemsets
Expert Systems with Applications: An International Journal
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
Discovering fuzzy association rules with interest and conviction measures
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
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
Association rule mining with chi-squared test using alternate genetic network programming
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
Temporal data mining for smart homes
Designing Smart Homes
On approximation algorithms for data mining applications
Efficient Approximation and Online Algorithms
A parallel algorithm for mining multiple partial periodic patterns
Information Sciences: an International Journal
WISE'06 Proceedings of the 7th international conference on Web Information Systems
An efficient distributed algorithm for mining association rules
ISPA'06 Proceedings of the 4th international conference on Parallel and Distributed Processing and Applications
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
An effective searching method using the example-based query
ICDCIT'05 Proceedings of the Second international conference on Distributed Computing and Internet Technology
Incremental update on probabilistic frequent itemsets in uncertain databases
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
Applying cluster-based fuzzy association rules mining framework into EC environment
Applied Soft Computing
Trie: An alternative data structure for data mining algorithms
Mathematical and Computer Modelling: An International Journal
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
Effective product assignment based on association rule mining in retail
Expert Systems with Applications: An International Journal
SART: a new association rule method for mining sequential patterns in time series of climate data
ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part III
A tree structure for event-based sequence mining
Knowledge-Based Systems
Proceedings of the CUBE International Information Technology Conference
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Load balancing approach parallel algorithm for frequent pattern mining
PaCT'07 Proceedings of the 9th international conference on Parallel Computing Technologies
Incremental itemset mining based on matrix apriori algorithm
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
Parallel approaches to machine learning-A comprehensive survey
Journal of Parallel and Distributed Computing
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
A new parallel association rule mining algorithm on distributed shared memory system
International Journal of Business Intelligence and Data Mining
An Efficient Approach for Incremental Association Rule Mining through Histogram Matching Technique
International Journal of Information Retrieval Research
Mining multidimensional frequent patterns from relational database
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
pcApriori: scalable apriori for multiprocessor systems
Proceedings of the 25th International Conference on Scientific and Statistical Database Management
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
Incrementally mining high utility patterns based on pre-large concept
Applied Intelligence
A tensor-based distributed discovery of missing association rules on the cloud
Future Generation Computer Systems
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In this paper, we examine the issue of mining association rules among items in a large database of sales transactions. The mining of association rules can be mapped into the problem of discovering large itemsets where a large itemset is a group of items which appear in a sufficient number of transactions. The problem of discovering large itemsets can be solved by constructing a candidate set of itemsets first and then, identifying, within this candidate set, those itemsets that meet the large itemset requirement. Generally this is done iteratively for each large k-itemset in increasing order of k where a large k-itemset is a large itemset with k items. To determine large itemsets from a huge number of candidate large itemsets in early iterations is usually the dominating factor for the overall data mining performance. To address this issue, we propose an effective hash-based algorithm for the candidate set generation. Explicitly, the number of candidate 2-itemsets generated by the proposed algorithm is, in orders of magnitude, smaller than that by previous methods, thus resolving the performance bottleneck. Note that the generation of smaller candidate sets enables us to effectively trim the transaction database size at a much earlier stage of the iterations, thereby reducing the computational cost for later iterations significantly. Extensive simulation study is conducted to evaluate performance of the proposed algorithm.