Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
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
Fast discovery of association rules
Advances in knowledge discovery and data mining
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
Mining frequent patterns without candidate generation
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
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
Mining Sequential Patterns: Generalizations and Performance Improvements
EDBT '96 Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology
ICDE '97 Proceedings of the Thirteenth International Conference on Data Engineering
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Mining Frequent Item Sets with Convertible Constraints
Proceedings of the 17th International Conference on Data Engineering
PrefixSpan: Mining Sequential Patterns by Prefix-Projected Growth
Proceedings of the 17th International Conference on Data Engineering
H-Mine: Hyper-Structure Mining of Frequent Patterns in Large Databases
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
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
Efficient Mining of Constrained Correlated Sets
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
Memory issues in frequent itemset mining
Proceedings of the 2004 ACM symposium on Applied computing
Efficient mining of long frequent patterns from very large dense datasets
Design and application of hybrid intelligent systems
Efficient set joins on similarity predicates
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
On mining webclick streams for path traversal patterns
Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
Fully automatic cross-associations
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Topographical proximity for mining network alarm data
Proceedings of the 2005 ACM SIGCOMM workshop on Mining network data
Fast Algorithms for Frequent Itemset Mining Using FP-Trees
IEEE Transactions on Knowledge and Data Engineering
CanTree: A Tree Structure for Efficient Incremental Mining of Frequent Patterns
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Parameter-Free Spatial Data Mining Using MDL
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
PLWAP sequential mining: open source code
Proceedings of the 1st international workshop on open source data mining: frequent pattern mining implementations
Perfect hashing schemes for mining traversal patterns
Fundamenta Informaticae
Frequency-based views to pattern collections
Discrete Applied Mathematics - Special issue: Discrete mathematics & data mining II (DM & DM II)
DSM-PLW: single-pass mining of path traversal patterns over streaming web click-sequences
Computer Networks: The International Journal of Computer and Telecommunications Networking - Web dynamics
Generating semantic annotations for frequent patterns with context analysis
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
A further study in the data partitioning approach for frequent itemsets mining
ADC '06 Proceedings of the 17th Australasian Database Conference - Volume 49
An efficient approach to mining indirect associations
Journal of Intelligent Information Systems
Efficient mining maximum frequent pagesets with double dwell time constraint
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
Mining frequent geographic patterns with knowledge constraints
GIS '06 Proceedings of the 14th annual ACM international symposium on Advances in geographic information systems
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
Hiding Sensitive Association Rules with Limited Side Effects
IEEE Transactions on Knowledge and Data Engineering
Computing frequent itemsets in parallel using partial support trees
Journal of Systems and Software
Mining lossless closed frequent patterns with weight constraints
Knowledge-Based Systems
Recognition of emergent human behaviour in a smart home: A data mining approach
Pervasive and Mobile Computing
Mining itemset utilities from transaction databases
Data & Knowledge Engineering - Special issue: ER 2003
Improving discriminative sequential learning by discovering important association of statistics
ACM Transactions on Asian Language Information Processing (TALIP)
CanTree: a canonical-order tree for incremental frequent-pattern mining
Knowledge and Information Systems
BitTableFI: An efficient mining frequent itemsets algorithm
Knowledge-Based Systems
Mining association rules in very large clustered domains
Information Systems
Efficient mining of weighted interesting patterns with a strong weight and/or support affinity
Information Sciences: an International Journal
MICF: An effective sanitization algorithm for hiding sensitive patterns on data mining
Advanced Engineering Informatics
Combined association rules for dealing with missing values
Journal of Information Science
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
Semantic annotation of frequent patterns
ACM Transactions on Knowledge Discovery from Data (TKDD)
Efficient mining of frequent episodes from complex sequences
Information Systems
Data & Knowledge Engineering
Isolated items discarding strategy for discovering high utility itemsets
Data & Knowledge Engineering
Toward supporting real-time mining for data residing on enterprise systems
Expert Systems with Applications: An International Journal
Discovering Frequent Agreement Subtrees from Phylogenetic Data
IEEE Transactions on Knowledge and Data Engineering
Mining all frequent projection-selection queries from a relational table
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
A time- and memory-efficient frequent itemset discovering algorithm for association rule mining
International Journal of Computer Applications in Technology
An approach to mining bundled commodities
Knowledge-Based Systems
The fuzzy frequent pattern Tree
ICCOMP'05 Proceedings of the 9th WSEAS International Conference on Computers
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
Capricorn: an intelligent interface for mobile widgets
Proceedings of the 13th international conference on Intelligent user interfaces
Mining top-k frequent patterns in the presence of the memory constraint
The VLDB Journal — The International Journal on Very Large Data Bases
Capricorn - an intelligent user interface for mobile widgets
Proceedings of the 10th international conference on Human computer interaction with mobile devices and services
DELAY: A Lazy Approach for Mining Frequent Patterns over High Speed Data Streams
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
A Distributed Privacy-Preserving Association Rules Mining Scheme Using Frequent-Pattern Tree
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and 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
A Frequent Pattern Mining Algorithm for Understanding Genetic Algorithms
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
URBAN CRIME ANALYSIS THROUGH AREAL CATEGORIZED MULTIVARIATE ASSOCIATIONS MINING
Applied Artificial Intelligence
DSM-FI: an efficient algorithm for mining frequent itemsets in data streams
Knowledge and Information Systems
Recognizing unexpected recurrence behaviors with fuzzy measures in sequence databases
CSTST '08 Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology
An efficient mining of weighted frequent patterns with length decreasing support constraints
Knowledge-Based Systems
Mining frequent itemsets over data streams using efficient window sliding techniques
Expert Systems with Applications: An International Journal
Mining long high utility itemsets in transaction databases
WSEAS Transactions on Information Science and Applications
Identifying Users Stereotypes with Semantic Web Mining
ER '08 Proceedings of the ER 2008 Workshops (CMLSA, ECDM, FP-UML, M2AS, RIGiM, SeCoGIS, WISM) on Advances in Conceptual Modeling: Challenges and Opportunities
Mining Weighted Frequent Patterns Using Adaptive Weights
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
A Collaborative Approach to User Modeling for Personalized Content Recommendations
ICADL 08 Proceedings of the 11th International Conference on Asian Digital Libraries: Universal and Ubiquitous Access to Information
Efficient Single-Pass Mining of Weighted Interesting Patterns
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Mining Weighted Frequent Patterns in Incremental Databases
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
International Journal of Business Intelligence and Data Mining
Efficient discovery of risk patterns in medical data
Artificial Intelligence in Medicine
Mining high utility patterns in incremental databases
Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication
A framework for mining top-k frequent closed itemsets using order preserving generators
Proceedings of the 2nd Bangalore Annual Compute Conference
Deriving strong association mining rules using a dependency criterion, the lift measure
International Journal of Data Analysis Techniques and Strategies
Handling Dynamic Weights in Weighted Frequent Pattern Mining
IEICE - Transactions on Information and Systems
Improved methods for extracting frequent itemsets from interim-support trees
Software—Practice & Experience
Collaborative filtering for orkut communities: discovery of user latent behavior
Proceedings of the 18th international conference on World wide web
A proximate dynamics model for data mining
Expert Systems with Applications: An International Journal
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
An Efficient Candidate Pruning Technique for High Utility Pattern Mining
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Association Analysis Techniques for Bioinformatics Problems
BICoB '09 Proceedings of the 1st International Conference on Bioinformatics and Computational Biology
On pushing weight constraints deeply into frequent itemset mining
Intelligent Data Analysis
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
FpViz: a visualizer for frequent pattern mining
Proceedings of the ACM SIGKDD Workshop on Visual Analytics and Knowledge Discovery: Integrating Automated Analysis with Interactive Exploration
Frequent itemset mining on graphics processors
Proceedings of the Fifth International Workshop on Data Management on New Hardware
International Journal of Data Analysis Techniques and Strategies
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
TidFP: Mining Frequent Patterns in Different Databases with Transaction ID
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
Reasoning about designs through frequent patterns mining
Advanced Engineering Informatics
Mining frequent conjunctive queries in star schemas
IDEAS '09 Proceedings of the 2009 International Database Engineering & Applications Symposium
Mining very long sequences in large databases with PLWAPLong
IDEAS '09 Proceedings of the 2009 International Database Engineering & Applications Symposium
Efficient itemset generator discovery over a stream sliding window
Proceedings of the 18th ACM conference on Information and knowledge management
Diverging patterns: discovering significant frequency change dissimilarities in large databases
Proceedings of the 18th ACM conference on Information and knowledge management
A pattern-based outlier detection method identifying abnormal attributes in software project data
Information and Software Technology
A load-balanced distributed parallel mining algorithm
Expert Systems with Applications: An International Journal
Parallel TID-based frequent pattern mining algorithm on a PC Cluster and grid computing system
Expert Systems with Applications: An International Journal
On the Complexity of Constraint-Based Theory Extraction
DS '09 Proceedings of the 12th International Conference on Discovery Science
Hiding co-occurring frequent itemsets
Proceedings of the 2009 EDBT/ICDT Workshops
Frequency-based views to pattern collections
Discrete Applied Mathematics - Special issue: Discrete mathematics & data mining II (DM & DM II)
Summary queries for frequent itemsets mining
Journal of Systems and Software
Solving a committee formation and scheduling problem by frequent itemset mining
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Mining dynamic association rules with comments
Knowledge and Information Systems
Frequent pattern mining and knowledge indexing based on zero-suppressed BDDs
KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases
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
Mining frequent itemsets in large data warehouses: a novel approach proposed for sparse data sets
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
User preference modeling from positive contents for personalized recommendation
DS'07 Proceedings of the 10th international conference on Discovery science
A theoretical study on variable ordering of zero-suppressed BDDs for representing frequent itemsets
DS'07 Proceedings of the 10th international conference on Discovery science
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
Two-phase algorithms for a novel utility-frequent mining model
PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining
Modeling and learning user profiles for personalized content service
ICADL'07 Proceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
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
Research on intrusion detection based on campus network
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Analysis of the Effectiveness of the Genetic Algorithms based on Extraction of Association Rules
Fundamenta Informaticae - Intelligent Data Analysis in Granular Computing
FpVAT: a visual analytic tool for supporting frequent pattern mining
ACM SIGKDD Explorations Newsletter
An efficient graph-based approach to mining association rules for large databases
International Journal of Intelligent Information and Database Systems
Improved approaches to mine rare association rules in transactional databases
Proceedings of the Fourth SIGMOD PhD Workshop on Innovative Database Research
Using a cosine-type measure to derive strong association mining rules
International Journal of Knowledge Engineering and Data Mining
Information Sciences: an International Journal
CloseViz: visualizing useful patterns
Proceedings of the ACM SIGKDD Workshop on Useful Patterns
Discovering spatio-social motifs of electoral support using discriminative pattern mining
Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application
A method of association rule analysis for incomplete database using genetic network programming
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Exploring the ncRNA-ncRNA patterns based on bridging rules
Journal of Biomedical Informatics
Direct mining of discriminative patterns for classifying uncertain data
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining frequent patterns from network flows for monitoring network
Expert Systems with Applications: An International Journal
Mining information for constructing materialised views
International Journal of Information and Communication Technology
uCFS2: an enhanced system that mines uncertain data for constrained frequent sets
Proceedings of the Fourteenth International Database Engineering & Applications Symposium
Approximate weighted frequent pattern mining with/without noisy environments
Knowledge-Based Systems
Prefix tree indexing for similarity search and similarity joins on genomic data
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
Enhancing group recommendation by incorporating social relationship interactions
Proceedings of the 16th ACM international conference on Supporting group work
Real-time sensory pattern mining for autonomous agents
ADMI'10 Proceedings of the 6th international conference on Agents and data mining interaction
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
A hybrid index structure for set-valued attributes using itemset tree and inverted list
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
Towards efficient mining of periodic-frequent patterns in transactional databases
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II
Fast extraction of locally optimal patterns based on consistent pattern function variations
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Speed up gradual rule mining from stream data! A B-Tree and OWA-based approach
Journal of Intelligent Information Systems
Test-cost sensitive classification on data with missing values in the limited time
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part I
Power load forecasting using data mining and knowledge discovery technology
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part I
Probabilistic temporal multimedia data mining
ACM Transactions on Intelligent Systems and Technology (TIST)
Towards the web of concepts: extracting concepts from large datasets
Proceedings of the VLDB Endowment
Swarm: mining relaxed temporal moving object clusters
Proceedings of the VLDB Endowment
ESTATE: strategy for exploring labeled spatial datasets using association analysis
DS'10 Proceedings of the 13th international conference on Discovery science
Pattern mining on stars with FP-growth
MDAI'10 Proceedings of the 7th international conference on Modeling decisions for artificial intelligence
An improved frequent pattern growth method for mining association rules
Expert Systems with Applications: An International Journal
Experimental study on fighters behaviors mining
Expert Systems with Applications: An International Journal
Improving the efficiency of FP tree construction using transactional patternbase
Proceedings of the 8th International Conference on Frontiers of Information Technology
Mining interestingness measures for string pattern mining
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
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
Collaborative user modeling with user-generated tags for social recommender systems
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
An efficient discovery of class-restricted MARs
AIKED'11 Proceedings of the 10th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
Boosting performance in attack intention recognition by integrating multiple techniques
Frontiers of Computer Science in China
CONQUER: a system for efficient context-aware query suggestions
Proceedings of the 20th international conference companion on World wide web
HUC-Prune: an efficient candidate pruning technique to mine high utility patterns
Applied Intelligence
Domain-driven KDD for mining functionally novel rules and linking disjoint medical hypotheses
Knowledge-Based Systems
Context-sensitive ranking for document retrieval
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
MoveMine: Mining moving object data for discovery of animal movement patterns
ACM Transactions on Intelligent Systems and Technology (TIST)
Performance comparison of apriori and FP-growth algorithms in generating association rules
ECC'11 Proceedings of the 5th European conference on European computing conference
Fastest association rule mining algorithm predictor (FARM-AP)
Proceedings of The Fourth International C* Conference on Computer Science and Software Engineering
Efficient prime-based method for interactive mining of frequent patterns
Expert Systems with Applications: An International Journal
Mining frequent itemsets over distributed data streams by continuously maintaining a global synopsis
Data Mining and Knowledge Discovery
An alternative interestingness measure for mining periodic-frequent patterns
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Index design and query processing for graph conductance search
The VLDB Journal — The International Journal on Very Large Data Bases
Using kernels on hierarchical graphs in automatic classification of designs
GbRPR'11 Proceedings of the 8th international conference on Graph-based representations in pattern recognition
Effective sentiment stream analysis with self-augmenting training and demand-driven projection
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Direct local pattern sampling by efficient two-step random procedures
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Genetic selection of subgraphs for automatic reasoning in design systems
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
Visual analytics of social networks: mining and visualizing co-authorship networks
FAC'11 Proceedings of the 6th international conference on Foundations of augmented cognition: directing the future of adaptive systems
Mining interestingness measures for string pattern mining
Knowledge-Based Systems
ONTECTAS: bridging the gap between collaborative tagging systems and structured data
CAiSE'11 Proceedings of the 23rd international conference on Advanced information systems engineering
Mapping data mining algorithms on a GPU architecture: a study
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Power load forecasting using data mining and knowledge discovery technology
International Journal of Intelligent Information and Database Systems
CrimeWalker: a recommendation model for suspect investigation
Proceedings of the fifth ACM conference on Recommender systems
Discovering association rules change from large databases
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part I
Using semantic data integration to create reliable rule-based systems with uncertainty
Engineering Applications of Artificial Intelligence
An efficient algorithm of frequent XML query pattern mining for ebXML applications in e-commerce
Expert Systems with Applications: An International Journal
Intelligent Extraction of Knowledge Structures from Natural Language Texts
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
A similarity measure for time, frequency, and dependencies in large-scale workloads
Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis
A parallel algorithm for computing borders
Proceedings of the 20th ACM international conference on Information and knowledge management
IVIC'11 Proceedings of the Second international conference on Visual informatics: sustaining research and innovations - Volume Part I
Distributed mining of constrained frequent sets from uncertain data
ICA3PP'11 Proceedings of the 11th international conference on Algorithms and architectures for parallel processing - Volume Part I
Self-organizing ARTMAP rule discovery
Neural Networks
A new mining approach for uncertain databases using CUFP trees
Expert Systems with Applications: An International Journal
A fast algorithm for mining share-frequent itemsets
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
A new approach to generate frequent patterns from enterprise databases
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
Itemset support queries using frequent itemsets and their condensed representations
DS'06 Proceedings of the 9th international conference on Discovery Science
Mining top-k frequent closed itemsets is not in APX
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Improvements in the data partitioning approach for frequent itemsets mining
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Computing frequent itemsets in parallel using partial support trees
PVM/MPI'05 Proceedings of the 12th European PVM/MPI users' group conference on Recent Advances in Parallel Virtual Machine and Message Passing Interface
Knowledge hiding from tree and graph databases
Data & Knowledge Engineering
Extended negative association rules and the corresponding mining algorithm
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
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
Using trees to mine multirelational databases
Data Mining and Knowledge Discovery
Mining rare association rules in the datasets with widely varying items' frequencies
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
CAMLS: a constraint-based apriori algorithm for mining long sequences
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
Efficient aggregate licenses validation in DRM
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
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
Mining a class of complex episodes in event sequences
AAIM'05 Proceedings of the First international conference on Algorithmic Applications in Management
Efficient database analysis using VSOP calculator based on zero-suppressed BDDs
JSAI'05 Proceedings of the 2005 international conference on New Frontiers in Artificial Intelligence
Mining quantitative association rules on overlapped intervals
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
A dynamic layout of sliding window for frequent itemset mining over data streams
Journal of Systems and Software
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
PAISI'10 Proceedings of the 2010 Pacific Asia conference on Intelligence and Security Informatics
Single-pass incremental and interactive mining for weighted frequent patterns
Expert Systems with Applications: An International Journal
WiFi miner: an online apriori-infrequent based wireless intrusion system
Sensor-KDD'08 Proceedings of the Second international conference on Knowledge Discovery from Sensor Data
Efficient pattern mining of uncertain data with sampling
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Using data mining technique to enhance tax evasion detection performance
Expert Systems with Applications: An International Journal
Towards mining frequent queries in star schemes
KDID'05 Proceedings of the 4th international conference on Knowledge Discovery in Inductive Databases
Extracting semantically similar frequent patterns using ontologies
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part II
Incremental update on probabilistic frequent itemsets in uncertain databases
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
An efficient approach to mine rare association rules using maximum items' support constraints
BNCOD'10 Proceedings of the 27th British national conference on Data Security and Security Data
Market basket analysis of retail data: supervised learning approach
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part I
An efficient approach to mine periodic-frequent patterns in transactional databases
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
A habit mining approach for discovering similar mobile users
Proceedings of the 21st international conference on World Wide Web
Mining for insights in the search engine query stream
Proceedings of the 21st international conference companion on World Wide Web
A false negative maximal frequent itemset mining algorithm over stream
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Towards a variable size sliding window model for frequent itemset mining over data streams
Computers and Industrial Engineering
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
Integration of multiple fuzzy FP-trees
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part I
An efficient mining algorithm for maximal weighted frequent patterns in transactional databases
Knowledge-Based Systems
Context-aware role mining for mobile service recommendation
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Privacy-preserving frequent itemsets mining via secure collaborative framework
Security and Communication Networks
Collaborative user modeling for enhanced content filtering in recommender systems
Decision Support Systems
Interactive mining of high utility patterns over data streams
Expert Systems with Applications: An International Journal
An expected utility-based approach for mining action rules
Proceedings of the ACM SIGKDD Workshop on Intelligence and Security Informatics
Towards heterogeneous temporal clinical event pattern discovery: a convolutional approach
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
Selecting feature subset via constraint association rules
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Effective product assignment based on association rule mining in retail
Expert Systems with Applications: An International Journal
Aggregate licenses validation for digital rights violation detection
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special Issue on Multimedia Security
Discovery of Periodic Patterns in Sequence Data: A Variance-Based Approach
INFORMS Journal on Computing
High utility pattern mining using the maximal itemset property and lexicographic tree structures
Information Sciences: an International Journal
PrivBasis: frequent itemset mining with differential privacy
Proceedings of the VLDB Endowment
An adaptive approach to mining frequent itemsets efficiently
Expert Systems with Applications: An International Journal
A constrained frequent pattern mining system for handling aggregate constraints
Proceedings of the 16th International Database Engineering & Applications Sysmposium
Efficient similarity search in very large string sets
SSDBM'12 Proceedings of the 24th international conference on Scientific and Statistical Database Management
Substructure clustering: a novel mining paradigm for arbitrary data types
SSDBM'12 Proceedings of the 24th international conference on Scientific and Statistical Database Management
A distributed recommender system architecture
International Journal of Web Engineering and Technology
Mop: An Efficient Algorithm for Mining Frequent Pattern with Subtree Traversing
Fundamenta Informaticae
Proceedings of the WICSA/ECSA 2012 Companion Volume
Mining top-k association rules
Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
Mining time-gap sequential patterns
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
Perfect Hashing Schemes for Mining Traversal Patterns
Fundamenta Informaticae
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Load balancing approach parallel algorithm for frequent pattern mining
PaCT'07 Proceedings of the 9th international conference on Parallel Computing Technologies
Recent frequent itemsets mining over data streams
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Mining high utility itemsets without candidate generation
Proceedings of the 21st ACM international conference on Information and knowledge management
Interactive pattern mining on hidden data: a sampling-based solution
Proceedings of the 21st ACM international conference on Information and knowledge management
Mining actionable behavioral rules
Decision Support Systems
Information Sciences: an International Journal
Mining association rules for the quality improvement of the production process
Expert Systems with Applications: An International Journal
A fast algorithm for frequent itemset mining using Patricia* structures
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
Scalable technique to discover items support from trie data structure
ICICA'12 Proceedings of the Third international conference on Information Computing and Applications
Improved counter based algorithms for frequent pairs mining in transactional data streams
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Mining frequent itemsets in large databases: The hierarchical partitioning approach
Expert Systems with Applications: An International Journal
Discovering forward sequences from temporal data
Knowledge-Based Systems
Mining time relaxed gradual moving object clusters
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
Like-Minded communities: bringing the familiarity and similarity together
WISE'12 Proceedings of the 13th international conference on Web Information Systems Engineering
Indexing dataspaces with partitions
World Wide Web
A sliding window based algorithm for frequent closed itemset mining over data streams
Journal of Systems and Software
International Journal of Intelligent Information and Database Systems
Summarizing clinical pathways from event logs
Journal of Biomedical Informatics
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
Interrelation analysis of celestial spectra data using constrained frequent pattern trees
Knowledge-Based Systems
Mining Frequent Generalized Patterns for Web Personalization in the Presence of Taxonomies
International Journal of Data Warehousing and Mining
Collusion-Free Privacy Preserving Data Mining
International Journal of Intelligent Information Technologies
Secure Two-Party Association Rule Mining Based on One-Pass FP-Tree
International Journal of Information Security and Privacy
Learning discriminative features for fast frame-based action recognition
Pattern Recognition
An Efficient Approach for Incremental Association Rule Mining through Histogram Matching Technique
International Journal of Information Retrieval Research
ShrFP-tree: an efficient tree structure for mining share-frequent patterns
AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
Mining multidimensional frequent patterns from relational database
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
Computing n-gram statistics in MapReduce
Proceedings of the 16th International Conference on Extending Database Technology
Bees Swarm Optimization for Web Association Rule Mining
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
An efficient tree-based algorithm for mining sequential patterns with multiple minimum supports
Journal of Systems and Software
Mind the gap: large-scale frequent sequence mining
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Discovery of Online Shopping Patterns Across Websites
INFORMS Journal on Computing
Non-linear book manifolds: learning from associations the dynamic geometry of digital libraries
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
FARP: Mining fuzzy association rules from a probabilistic quantitative database
Information Sciences: an International Journal
Toward self-correcting search engines: using underperforming queries to improve search
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
A phrase mining framework for recursive construction of a topical hierarchy
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient algorithms for frequent pattern mining in many-task computing environments
Knowledge-Based Systems
Mining high coherent association rules with consideration of support measure
Expert Systems with Applications: An International Journal
Computation time efficient approach for licenses validation in DRM systems
Multimedia Tools and Applications
An improved neighborhood-restricted association rule-based recommender system
ADC '13 Proceedings of the Twenty-Fourth Australasian Database Conference - Volume 137
Exploring Sequential and Association Rule Mining for Pattern-based Energy Demand Characterization
Proceedings of the 5th ACM Workshop on Embedded Systems For Energy-Efficient Buildings
Result integrity verification of outsourced frequent itemset mining
DBSec'13 Proceedings of the 27th international conference on Data and Applications Security and Privacy XXVII
Editorial: Pattern-growth based frequent serial episode discovery
Data & Knowledge Engineering
A novel real-time framework for extracting patterns from trajectory data streams
Proceedings of the 4th ACM SIGSPATIAL International Workshop on GeoStreaming
Sliding window based weighted maximal frequent pattern mining over data streams
Expert Systems with Applications: An International Journal
Exploration of geo-tagged photos through data mining approaches
Expert Systems with Applications: An International Journal
Mining maximal frequent patterns by considering weight conditions over data streams
Knowledge-Based Systems
Efficient frequent pattern mining based on Linear Prefix tree
Knowledge-Based Systems
eTACTS: A method for dynamically filtering clinical trial search results
Journal of Biomedical Informatics
Efficient frequent itemset mining methods over time-sensitive streams
Knowledge-Based Systems
Accelerating frequent itemset mining on graphics processing units
The Journal of Supercomputing
Mining frequent itemsets in data streams within a time horizon
Data & Knowledge Engineering
A time-efficient breadth-first level-wise lattice-traversal algorithm to discover rare itemsets
Data Mining and Knowledge Discovery
Mining high utility itemsets by dynamically pruning the tree structure
Applied Intelligence
Mining non-redundant time-gap sequential patterns
Applied Intelligence
High performance evaluation of evolutionary-mined association rules on GPUs
The Journal of Supercomputing
Mining association rules with single and multi-objective grammar guided ant programming
Integrated Computer-Aided Engineering
Key roles of closed sets and minimal generators in concise representations of frequent patterns
Intelligent Data Analysis
A novel feature subset selection algorithm based on association rule mining
Intelligent Data Analysis
Efficient mining of maximal correlated weight frequent patterns
Intelligent Data Analysis
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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 a large number of 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 condensed, smaller data structure, FP-tree 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.