Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Database Mining: A Performance Perspective
IEEE Transactions on Knowledge and Data Engineering
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases
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
Mining association rules with adjustable accuracy
CIKM '97 Proceedings of the sixth international conference on Information and knowledge management
A new framework for itemset generation
PODS '98 Proceedings of the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Efficiently mining long patterns from databases
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Automatic subspace clustering of high dimensional data for data mining applications
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
New sampling-based summary statistics for improving approximate query answers
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
STOC '98 Proceedings of the thirtieth annual ACM symposium on Theory of computing
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
Dynamic skew handling in parallel mining of 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
Online association rule mining
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 the most interesting rules
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
Mining association rules with multiple minimum supports
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
User profiling in personalization applications through rule discovery and validation
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient mining of association rules in text databases
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
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
Generating non-redundant association rules
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Depth first generation of long patterns
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Targeting the right students using data mining
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
IEA/AIE '00 Proceedings of the 13th international conference on Industrial and engineering applications of artificial intelligence and expert systems: Intelligent problem solving: methodologies and approaches
Algorithms for association rule mining — a general survey and comparison
ACM SIGKDD Explorations Newsletter
ACM Transactions on Database Systems (TODS)
Mining frequent patterns with counting inference
ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
Empirical bayes screening for multi-item associations
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Sliding-window filtering: an efficient algorithm for incremental mining
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
Towards long pattern generation in dense databases
ACM SIGKDD Explorations Newsletter
A parameterised algorithm for mining association rules
ADC '01 Proceedings of the 12th Australasian database conference
ACM SIGKDD Explorations Newsletter
Comparison of interestingness functions for learning web usage patterns
Proceedings of the eleventh international conference on Information and knowledge management
On the Complexity of Mining Quantitative Association Rules
Data Mining and Knowledge Discovery
A Microeconomic View of Data Mining
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
Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications
Data Mining and Knowledge Discovery
Constraint-Based Rule Mining in Large, Dense Databases
Data Mining and Knowledge Discovery
Expert-Driven Validation of Rule-Based User Models in Personalization Applications
Data Mining and Knowledge Discovery
Detecting Group Differences: Mining Contrast Sets
Data Mining and Knowledge Discovery
Efficient Adaptive-Support Association Rule Mining for Recommender Systems
Data Mining and Knowledge Discovery
A lattice-based approach for I/O efficient association rule mining
Information Systems - Databases: Creation, management and utilization
Parallel frequent set counting
Parallel Computing - Parallel data-intensive algorithms and applications
An Adaptive Algorithm for Mining Association Rules on Shared-Memory Parallel Machines
Distributed and Parallel Databases
Mining association rules using inverted hashing and pruning
Information Processing Letters
Scoring the Data Using Association Rules
Applied Intelligence
Parallel and Distributed Association Mining: A Survey
IEEE Concurrency
Computer
Scalable Algorithms for Association Mining
IEEE Transactions on Knowledge and Data Engineering
Finding Interesting Associations without Support Pruning
IEEE Transactions on Knowledge and Data Engineering
Mining Associations with the Collective Strength Approach
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
Knowledge discovery from data?
IEEE Intelligent Systems
Simple association rules (SAR) and the SAR-based rule discovery
Computers and Industrial Engineering
A pattern decomposition algorithm for data mining of frequent patterns
Knowledge and Information Systems
Discovering calendar-based temporal association rules
Data & Knowledge Engineering - Special issue: Temporal representation and reasoning
Alternative Interest Measures for Mining Associations in Databases
IEEE Transactions on Knowledge and Data Engineering
Mining the Web for Synonyms: PMI-IR versus LSA on TOEFL
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
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
Discovering Frequent Closed Itemsets for Association Rules
ICDT '99 Proceedings of the 7th International Conference on Database Theory
Design and Evaluation of a High-Level Interface for Data Mining
IPDPS '02 Proceedings of the 16th International Parallel and Distributed Processing Symposium
An efficient association mining implementation on clusters of SMP
IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium
Calculating a New Data Mining Algorithm for Market Basket Analysis
PADL '00 Proceedings of the Second International Workshop on Practical Aspects of Declarative Languages
Mining Association Rules: Deriving a Superior Algorithm by Analyzing Today's Approaches
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Schema Mining: Finding Structural Regularity among Semistructured Data
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Computing Association Rules Using Partial Totals
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Finding Association Rules That Trade Support Optimally against Confidence
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Finding Association Rules with Some Very Frequent Attributes
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Clustering Categorical Data: An Approach Based on Dynamical Systems
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
Semantic Compression and Pattern Extraction with Fascicles
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Mining Frequent Itemsets Using Support Constraints
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Extract Frequent Pattern from Simple Graph Data
WAIM '02 Proceedings of the Third International Conference on Advances in Web-Age Information Management
Mining Predicate Association Rule by Gene Expression Programming
WAIM '02 Proceedings of the Third International Conference on Advances in Web-Age Information Management
Finding Generalized Path Patterns for Web Log Data Mining
ADBIS-DASFAA '00 Proceedings of the East-European Conference on Advances in Databases and Information Systems Held Jointly with International Conference on Database Systems for Advanced Applications: Current Issues in Databases and Information Systems
A General Architecture for Finding Structural Regularities on the Web
AIMSA '00 Proceedings of the 9th International Conference on Artificial Intelligence: Methodology, Systems, and Applications
A New Approach for the Discovery of Frequent Itemsets
DaWaK '99 Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery
The Item-Set Tree: A Data Structure for Data Mining
DaWaK '99 Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery
Considering Main Memory in Mining Association Rules
DaWaK '99 Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery
Modeling KDD Processes within the Inductive Database Framework
DaWaK '99 Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery
Mining of Association Rules in Text Databases Using Inverted Hashing and Pruning
DaWaK 2000 Proceedings of the Second International Conference on Data Warehousing and Knowledge Discovery
A Theoretical Framework for Association Mining Based on the Boolean Retrieval Model
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
Data Mining of Association Rules and the Process of Knowledge Discovery in Databases
Industrial Conference on Data Mining: Advances in Data Mining, Applications in E-Commerce, Medicine, and Knowledge Management
Using Closed Itemsets for Discovering Representative Association Rules
ISMIS '00 Proceedings of the 12th International Symposium on Foundations of Intelligent Systems
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
Efficient Detection of Local Interactions in the Cascade Model
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
FFS - An I/O-Efficient Algorithm for Mining Frequent Sequences
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Generating Frequent Patterns with the Frequent Pattern List
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Efficient Rule Retrieval and Postponed Restrict Operations for Association Rule Mining
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
A Confidence-Lift Support Specification for Interesting Associations Mining
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
On the Complexity of Generating Maximal Frequent and Minimal Infrequent Sets
STACS '02 Proceedings of the 19th Annual Symposium on Theoretical Aspects of Computer Science
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
Machine Learning and Its Applications, Advanced Lectures
Quality of Service and Electronic Newspaper: The Etel Solution
Advances in Distributed Systems, Advanced Distributed Computing: From Algorithms to Systems
Intelligent Structuring and Reducing of Association Rules with Formal Concept Analysis
KI '01 Proceedings of the Joint German/Austrian Conference on AI: Advances in Artificial Intelligence
Post-processing Operators for Browsing Large Sets of Association Rules
DS '02 Proceedings of the 5th International Conference on Discovery Science
Query Initiated Discovery of Interesting Association Rules
DS '98 Proceedings of the First International Conference on Discovery Science
Bounding Negative Information in Frequent Sets Algorithms
DS '01 Proceedings of the 4th International Conference on Discovery Science
Pattern Detection and Discovery
Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery
Mining Text Data: Special Features and Patterns
Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery
A New Framework to Assess Association Rules
IDA '01 Proceedings of the 4th International Conference 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
User-Defined Aggregates in Database Languages
DBPL '99 Revised Papers from the 7th International Workshop on Database Programming Languages: Research Issues in Structured and Semistructured Database Programming
Efficient Data Mining Based on Formal Concept Analysis
DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications
Real World Association Rule Mining
BNCOD 19 Proceedings of the 19th British National Conference on Databases: Advances in Databases
Discovery of Ordinal Association Rules
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Answering the Most Correlated N Association Rules Efficiently
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
WebTool: An Integrated Framework for Data Mining
DEXA '99 Proceedings of the 10th International Conference on Database and Expert Systems Applications
Clustering categorical data: an approach based on dynamical systems
The VLDB Journal — The International Journal on Very Large Data Bases
Feasible itemset distributions in data mining: theory and application
Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Unified descriptive language for association rules in data mining
Second international workshop on Intelligent systems design and application
Mining frequent item sets by opportunistic projection
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
A new two-phase sampling based algorithm for discovering association rules
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Pushing Support Constraints Into Association Rules Mining
IEEE Transactions on Knowledge and Data Engineering
Rule-based anomaly pattern detection for detecting disease outbreaks
Eighteenth national conference on Artificial intelligence
Handbook of data mining and knowledge discovery
Guiding knowledge discovery through interactive data mining
Managing data mining technologies in organizations
Mining and monitoring evolving data
Handbook of massive data sets
A unified approach for mining outliers
CASCON '97 Proceedings of the 1997 conference of the Centre for Advanced Studies on Collaborative research
A query-driven interesting rule discovery using associations and spanning operations
Data mining, rough sets and granular computing
Scoring and ranking the data using association rules
Data mining, rough sets and granular computing
Finding unexpected patterns in data
Data mining, rough sets and granular computing
A note on "beyond market baskets: generalizing association rules to correlations"
ACM SIGKDD Explorations Newsletter
On Maximal Frequent and Minimal Infrequent Sets in Binary Matrices
Annals of Mathematics and Artificial Intelligence
Incremental mining of sequential patterns in large databases
Data & Knowledge Engineering
Discovering associations in very large databases by approximating
Acta Cybernetica
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
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
Association Rule Mining in Peer-to-Peer Systems
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
Tree Structures for Mining Association Rules
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
Finding recent frequent itemsets adaptively over online data streams
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
Weighted Association Rule Mining using weighted support and significance framework
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
ART: A Hybrid Classification Model
Machine Learning
Efficient data mining for calling path patterns in GSM networks
Information Systems
DBC: a condensed representation of frequent patterns for efficient mining
Information Systems
Communication-Efficient Distributed Mining of Association Rules
Data Mining and Knowledge Discovery
Selecting the right objective measure for association analysis
Information Systems - Knowledge discovery and data mining (KDD 2002)
Hypergraph Models and Algorithms for Data-Pattern-Based Clustering
Data Mining and Knowledge Discovery
Efficient automatic discovery of 'hot' itemsets
Information Processing Letters
Memory-adative association rules mining
Information Systems - Databases: Creation, management and utilization
Information Systems - Databases: Creation, management and utilization
Design and application of hybrid intelligent systems
Mining Surprising Periodic Patterns
Data Mining and Knowledge Discovery
Advances in frequent itemset mining implementations: report on FIMI'03
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Multi-objective rule mining using genetic algorithms
Information Sciences: an International Journal - Special issue: Soft computing data mining
Efficient closed pattern mining in the presence of tough block constraints
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
On the discovery of significant statistical quantitative rules
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining Non-Redundant Association Rules
Data Mining and Knowledge Discovery
Mining Frequent Itemsets without Support Threshold: With and without Item Constraints
IEEE Transactions on Knowledge and Data Engineering
A Super-Programming Approach for Mining Association Rules in Parallel on PC Clusters
IEEE Transactions on Parallel and Distributed Systems
IEEE Transactions on Knowledge and Data Engineering
Essential classification rule sets
ACM Transactions on Database Systems (TODS)
Generating a Condensed Representation for Association Rules
Journal of Intelligent Information Systems
Efficient Algorithms for Mining Closed Itemsets and Their Lattice Structure
IEEE Transactions on Knowledge and Data Engineering
estWin: Online data stream mining of recent frequent itemsets by sliding window method
Journal of Information Science
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
Efficient discovery of unique signatures on whole-genome EST databases
Proceedings of the 2005 ACM symposium on Applied computing
Finding frequent itemsets by transaction mapping
Proceedings of the 2005 ACM symposium on Applied computing
Tight upper bounds on the number of candidate patterns
ACM Transactions on Database Systems (TODS)
Automatic Subspace Clustering of High Dimensional Data
Data Mining and Knowledge Discovery
Efficient mining method for retrieving sequential patterns over online data streams
Journal of Information Science
Sampling-based sequential subgroup mining
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
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
Proceedings of the 20th IEEE/ACM international Conference on Automated software engineering
Fast and Memory Efficient Mining of Frequent Closed Itemsets
IEEE Transactions on Knowledge and Data Engineering
Using Information-Theoretic Measures to Assess Association Rule Interestingness
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Finding Maximal Frequent Itemsets over Online Data Streams Adaptively
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
On Characterization and Discovery of Minimal Unexpected Patterns in Rule Discovery
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Knowledge and Data Engineering
ACM Computing Surveys (CSUR)
Automated support specification for efficient mining of interesting association rules
Journal of Information Science
Efficiently mining frequent itemsets with compact FP-tree
Intelligent information processing II
Market basket analysis in a multiple store environment
Decision Support Systems
A further study in the data partitioning approach for frequent itemsets mining
ADC '06 Proceedings of the 17th Australasian Database Conference - Volume 49
Constraining and summarizing association rules in medical data
Knowledge and Information Systems
An efficient approach to mining indirect associations
Journal of Intelligent Information Systems
Partitioning strategies for distributed association rule mining
The Knowledge Engineering Review
Comparing association rules and decision trees for disease prediction
HIKM '06 Proceedings of the international workshop on Healthcare information and knowledge management
Finding highly correlated pairs efficiently with powerful pruning
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Integrating data mining with case-based reasoning for chronic diseases prognosis and diagnosis
Expert Systems with Applications: An International Journal
Horn axiomatizations for sequential data
Theoretical Computer Science
A new approach to classification based on association rule mining
Decision Support Systems
Association rules mining using heavy itemsets
Data & Knowledge Engineering
Parallel mining of association rules from text databases
The Journal of Supercomputing
An improved methodology on information distillation by mining program source code
Data & Knowledge Engineering
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
Finding association rules that trade support optimally against confidence
Intelligent Data Analysis
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
Mining Pareto-optimal rules with respect to support and confirmation or support and anti-support
Engineering Applications of Artificial Intelligence
MICF: An effective sanitization algorithm for hiding sensitive patterns on data mining
Advanced Engineering Informatics
A Sketch Algorithm for Estimating Two-Way and Multi-Way Associations
Computational Linguistics
Interactive visual exploration of association rules with rule-focusing methodology
Knowledge and Information Systems
Maintenance of generalized association rules with multiple minimum supports
Intelligent Data Analysis
Efficiently mining Maximal Frequent Sets in dense databases for discovering association rules
Intelligent Data Analysis
Mining association rules using clustering
Intelligent Data Analysis
Mining weighted association rules
Intelligent Data Analysis
Just in time indexing for up to the second search
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Generating concise association rules
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
An on-line interactive method for finding association rules data streams
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Isolated items discarding strategy for discovering high utility itemsets
Data & Knowledge Engineering
A novel approach for discovering retail knowledge with price information from transaction databases
Expert Systems with Applications: An International Journal
Incremental maintenance of generalized association rules under taxonomy evolution
Journal of Information Science
On-line generation association rules over data streams
Information and Software Technology
GAM: a guidance enabled association mining environment
International Journal of Business Intelligence and Data Mining
A time- and memory-efficient frequent itemset discovering algorithm for association rule mining
International Journal of Computer Applications in Technology
Statistical mining of interesting association rules
Statistics and Computing
Using association rules to mine for strong approximate dependencies
Data Mining and Knowledge Discovery
Mining fault-tolerant frequent patterns efficiently with powerful pruning
Proceedings of the 2008 ACM symposium on Applied computing
Making items suggestions in non online environments
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
Performance evaluation of the distributed association rule mining algorithms
SEPADS'05 Proceedings of the 4th WSEAS International Conference on Software Engineering, Parallel & Distributed Systems
SPICE: A New Framework for Data Mining based on Probability Logic and Formal Concept Analysis
Fundamenta Informaticae - Special issue ISMIS'05
Unifying Framework for Rule Semantics: Application to Gene Expression Data
Fundamenta Informaticae - Special issue ISMIS'05
New probabilistic interest measures for association rules
Intelligent Data Analysis
Removing biases in unsupervised learning of sequential patterns
Intelligent Data Analysis
An efficient algorithm for mining closed inter-transaction itemsets
Data & Knowledge Engineering
A data mining proxy approach for efficient frequent itemset mining
The VLDB Journal — The International Journal on Very Large Data Bases
Mining top-k frequent patterns in the presence of the memory constraint
The VLDB Journal — The International Journal on Very Large Data Bases
The Journal of Machine Learning Research
Association rule mining for product and process variety mapping
International Journal of Computer Integrated Manufacturing
ON DATA STRUCTURES FOR ASSOCIATION RULE DISCOVERY
Applied Artificial Intelligence
Index-BitTableFI: An improved algorithm for mining frequent itemsets
Knowledge-Based Systems
Efficient mining of maximal frequent itemsets from databases on a cluster of workstations
Knowledge and Information Systems
MMACTEE'08 Proceedings of the 10th WSEAS International Conference on Mathematical Methods and Computational Techniques in Electrical Engineering
A Methodology for Exploring Association Models
Visual Data Mining
Structure-Based Rule Selection Framework for Association Rule Mining of Traffic Accident Data
Computational Intelligence and Security
Efficient Algorithms for Video Association Mining
CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Comparing Rule Measures for Predictive Association Rules
ECML '07 Proceedings of the 18th European conference on Machine Learning
Realistic Synthetic Data for Testing Association Rule Mining Algorithms for Market Basket Databases
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Association Mining in Large Databases: A Re-examination of Its Measures
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Pattern Discovery for High-Dimensional Binary Datasets
Neural Information Processing
Relative Linkage Disequilibrium: A New Measure for Association Rules
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
Analyzing Behavior of Objective Rule Evaluation Indices Based on a Correlation Coefficient
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
A unified apriori-like algorithm for conjunctive query containment
IDEAS '08 Proceedings of the 2008 international symposium on Database engineering & applications
An integrated, generic approach to pattern mining: data mining template library
Data Mining and Knowledge Discovery
Updating generalized association rules with evolving taxonomies
Applied Intelligence
RETRACTED: Efficient mining of temporal emerging itemsets from data streams
Expert Systems with Applications: An International Journal
Maximum entropy based significance of itemsets
Knowledge and Information Systems
Discovering data quality rules
Proceedings of the VLDB Endowment
Capturing association among items in a database
Data & Knowledge Engineering
Finding Functional Groups of Objective Rule Evaluation Indices Using PCA
PAKM '08 Proceedings of the 7th International Conference on Practical Aspects of Knowledge Management
Expert Systems with Applications: An International Journal
An interactive method for generalized association rule mining using FP-tree
Proceedings of the 2nd Bangalore Annual Compute Conference
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
An effective mining approach for up-to-date patterns
Expert Systems with Applications: An International Journal
Relation Discovery from Thai News Articles Using Association Rule Mining
PAISI '09 Proceedings of the Pacific Asia Workshop on Intelligence and Security Informatics
A new sampling technique for association rule mining
Journal of Information Science
Investigating Accuracies of Classifications for Randomized Imbalanced Class Distributions
Fundamenta Informaticae - Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (II)
Association rules mining including weak-support modes using novel measures
WSEAS Transactions on Computers
Mining Association Rule Bases from Integrated Genomic Data and Annotations
Computational Intelligence Methods for Bioinformatics and Biostatistics
Constructing Associative Classifiers from Decision Tables
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Towards Privacy Compliant and Anytime Recommender Systems
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
Proportional fault-tolerant data mining with applications to bioinformatics
Information Systems Frontiers
Discovery of unapparent association rules based on extracted probability
Decision Support Systems
Speedpath analysis based on hypothesis pruning and ranking
Proceedings of the 46th Annual Design Automation Conference
Mining frequent arrangements of temporal intervals
Knowledge and Information Systems
Integrating web mining and neural network for personalized e-commerce automatic service
Expert Systems with Applications: An International Journal
Measuring influence of an item in a database over time
Pattern Recognition Letters
An audit environment for outsourcing of frequent itemset mining
Proceedings of the VLDB Endowment
Interestingness of Association Rules Using Symmetrical Tau and Logistic Regression
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Efficient mining of association rules from wireless sensor networks
ICACT'09 Proceedings of the 11th international conference on Advanced Communication Technology - Volume 1
Engineering Applications of Artificial Intelligence
A novel manufacturing defect detection method using association rule mining techniques
Expert Systems with Applications: An International Journal
Examples, counterexamples, and measuring fuzzy associations
Fuzzy Sets and Systems
Looking into the seeds of time: Discovering temporal patterns in large transaction sets
Information Sciences: an International Journal
A simplicial complex, a hypergraph, structure in the latent semantic space of document clustering
International Journal of Approximate Reasoning
Mining high average-utility itemsets
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
Connection network and optimization of interest metric for one-to-one marketing
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Mining association rules using fuzzy inference on web data
AWIC'03 Proceedings of the 1st international Atlantic web intelligence conference on Advances in web intelligence
A discussion of indices for the evaluation of fuzzy associations in relational databases
IFSA'03 Proceedings of the 10th international fuzzy systems association World Congress conference on Fuzzy sets and systems
A parameterized algorithm for exploring concept lattices
ICFCA'07 Proceedings of the 5th international conference on Formal concept analysis
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
Mining spatial gene expression data for association rules
BIRD'07 Proceedings of the 1st international conference on Bioinformatics research and development
Discovering frequent itemsets in the presence of highly frequent items
INAP'01 Proceedings of the Applications of prolog 14th international conference on Web knowledge management and decision support
Performance study of distributed Apriori-like frequent itemsets mining
Knowledge and Information Systems
Iterative reordering of rules for building ensembles without relearning
DS'07 Proceedings of the 10th international conference on Discovery science
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
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
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
ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
Formal concept analysis enhances fault localization in software
ICFCA'08 Proceedings of the 6th international conference on Formal concept analysis
Analyzing correlation coefficients of objective rule evaluation indices on classification rules
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Association rule mining: models and algorithms
Association rule mining: models and algorithms
Rule mining for automatic ontology based data cleaning
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Galois lattices and bases for MGK-valid association rules
CLA'06 Proceedings of the 4th international conference on Concept lattices and their applications
Non-classical logic in an intelligent assessment sub-system
ICCSA'07 Proceedings of the 2007 international conference on Computational science and its applications - Volume Part I
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)
Ensembles of jittered association rule classifiers
Data Mining and Knowledge Discovery
Proceedings of the 47th Design Automation Conference
BISC: A bitmap itemset support counting approach for efficient frequent itemset mining
ACM Transactions on Knowledge Discovery from Data (TKDD)
Algorithms for mining frequent itemsets in static and dynamic datasets
Intelligent Data Analysis
Re-examination of interestingness measures in pattern mining: a unified framework
Data Mining and Knowledge Discovery
Application of particle swarm optimization to association rule mining
Applied Soft Computing
Fundamental Nano-Patterns to Characterize and Classify Java Methods
Electronic Notes in Theoretical Computer Science (ENTCS)
Discovering itemset interactions
ACSC '09 Proceedings of the Thirty-Second Australasian Conference on Computer Science - Volume 91
Weakly supervised morphology learning for agglutinating languages using small training sets
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
A new approach for generating efficient sample from market basket data
Expert Systems with Applications: An International Journal
Unsupervised morpheme discovery with ungrade
CLEF'09 Proceedings of the 10th cross-language evaluation forum conference on Multilingual information access evaluation: text retrieval experiments
Efficient discovery of generalized sentinel rules
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II
Journal of Biomedical Informatics
Using sentinel technology in the TARGIT BI suite
Proceedings of the VLDB Endowment
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
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
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
Domain-driven KDD for mining functionally novel rules and linking disjoint medical hypotheses
Knowledge-Based Systems
Evaluating association rules and decision trees to predict multiple target attributes
Intelligent Data Analysis
Interestingness measures for association rules: Combination between lattice and hash tables
Expert Systems with Applications: An International Journal
Reliable representations for association rules
Data & Knowledge Engineering
An empirical study of build maintenance effort
Proceedings of the 33rd International Conference on Software Engineering
Evolutionary taxonomy construction from dynamic tag space
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
RM-Tool: A framework for discovering and evaluating association rules
Advances in Engineering Software
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
Mining interestingness measures for string pattern mining
Knowledge-Based Systems
Mining temporal specifications from object usage
Automated Software Engineering
Making use of associative classifiers in order to alleviate typical drawbacks in recommender systems
Expert Systems with Applications: An International Journal
Mining top-k regular-frequent itemsets using database partitioning and support estimation
Expert Systems with Applications: An International Journal
Classification of type-2 diabetic patients by using Apriori and predictive Apriori
International Journal of Computational Vision and Robotics
Designing of dynamic labor inspection system for construction industry
Expert Systems with Applications: An International Journal
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
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Distribution rules with numeric attributes of interest
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Frequent pattern discovery without binarization: mining attribute profiles
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Evaluating a rule evaluation support method based on objective rule evaluation indices
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
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
Application of association rules for finding correlations among students preliminary knowledge
CDVE'06 Proceedings of the Third international conference on Cooperative Design, Visualization, and Engineering
Normalised support: a virtual angle of measurement of 'interestingness'
International Journal of Data Analysis Techniques and Strategies
On-line association rules mining with dynamic support
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Evaluating learning models for a rule evaluation support method based on objective indices
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
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
A sampling-based method for mining frequent patterns from databases
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Knowledge-Based sampling for subgroup discovery
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
Mining association rules based on seed items and weights
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
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Removing statistical biases in unsupervised sequence learning
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
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
The hows, whys, and whens of constraints in itemset and rule discovery
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
A survey on condensed representations for frequent sets
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
Incremental association mining based on maximal itemsets
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
An incremental mining algorithm for high utility itemsets
Expert Systems with Applications: An International Journal
An experiment with association rules and classification: post-bagging and conviction
DS'05 Proceedings of the 8th international conference on Discovery Science
An algorithm for mining implicit itemset pairs based on differences of correlations
DS'05 Proceedings of the 8th international conference on Discovery Science
A programmable pipelined queue for approximate string matching
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
Distributed architecture for association rule mining
ADVIS'06 Proceedings of the 4th international conference on Advances in Information Systems
Temporal data mining for smart homes
Designing Smart Homes
On approximation algorithms for data mining applications
Efficient Approximation and Online Algorithms
Flexible online association rule mining based on multidimensional pattern relations
Information Sciences: an International Journal
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
PKAW'06 Proceedings of the 9th Pacific Rim Knowledge Acquisition international conference on Advances in Knowledge Acquisition and Management
Mining large patterns with profit-based support in e-commerce
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
An effective searching method using the example-based query
ICDCIT'05 Proceedings of the Second international conference on Distributed Computing and Internet Technology
Interactive association rules discovery
ICFCA'06 Proceedings of the 4th international conference on Formal Concept Analysis
MDAI'06 Proceedings of the Third international conference on Modeling Decisions for Artificial Intelligence
Aggregation of valued relations applied to association rule interestingness measures
MDAI'06 Proceedings of the Third international conference on Modeling Decisions for Artificial Intelligence
A new mining algorithm of association rules and applications
ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications
Artificial Intelligence in Medicine
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
A formal model for mining fuzzy rules using the RL representation theory
Information Sciences: an International Journal
Mining association rules with improved semantics in medical databases
Artificial Intelligence in Medicine
A consensus method for prioritising drug-associated target proteins
International Journal of Data Mining and Bioinformatics
Top-N minimization approach for indicative correlation change mining
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Investigating Accuracies of Classifications for Randomized Imbalanced Class Distributions
Fundamenta Informaticae - Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (II)
SPICE: A New Framework for Data Mining based on Probability Logic and Formal Concept Analysis
Fundamenta Informaticae - Special issue ISMIS'05
Unifying Framework for Rule Semantics: Application to Gene Expression Data
Fundamenta Informaticae - Special issue ISMIS'05
Interestingness measures for fixed consequent rules
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Mining Induced/Embedded Subtrees using the Level of Embedding Constraint
Fundamenta Informaticae
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Recent frequent itemsets mining over data streams
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Optimonotone Measures For Optimal Rule Discovery
Computational Intelligence
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
Discovering forward sequences from temporal data
Knowledge-Based Systems
A stock market portfolio recommender system based on association rule mining
Applied Soft 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
Minors as miners: modelling and evaluating ontological and linguistic learning
AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
Closeness Preference - A new interestingness measure for sequential rules mining
Knowledge-Based Systems
Discovering human immunodeficiency virus mutational pathways using temporal Bayesian networks
Artificial Intelligence in Medicine
Clustering local frequency items in multiple databases
Information Sciences: an International Journal
Understanding customer malling behavior in an urban shopping mall using smartphones
Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
EnCore: exploiting system environment and correlation information for misconfiguration detection
Proceedings of the 19th international conference on Architectural support for programming languages and operating systems
MOGA-based fuzzy data mining with taxonomy
Knowledge-Based Systems
A statistical significance testing approach to mining the most informative set of patterns
Data Mining and Knowledge Discovery
Contrasting temporal trend discovery for large healthcare databases
Computer Methods and Programs in Biomedicine
QAR-CIP-NSGA-II: A new multi-objective evolutionary algorithm to mine quantitative association rules
Information Sciences: an International Journal
Mining frequent itemsets in data streams within a time horizon
Data & Knowledge Engineering
Mining association rules with rare and frequent items
International Journal of Knowledge Engineering and Data Mining
A time-efficient breadth-first level-wise lattice-traversal algorithm to discover rare itemsets
Data Mining and Knowledge Discovery
Incrementally mining high utility patterns based on pre-large concept
Applied Intelligence
High performance evaluation of evolutionary-mined association rules on GPUs
The Journal of Supercomputing
CAR-NF: A classifier based on specific rules with high netconf
Intelligent Data Analysis
Interestingness measures for association rules within groups
Intelligent Data Analysis
Behavior-based clustering and analysis of interestingness measures for association rule mining
Data Mining and Knowledge Discovery
| Hi-index | 0.03 |
We consider the problem of analyzing market-basket data and present several important contributions. First, we present a new algorithm for finding large itemsets which uses fewer passes over the data than classic algorithms, and yet uses fewer candidate itemsets than methods based on sampling. We investigate the idea of item reordering, which can improve the low-level efficiency of the algorithm. Second, we present a new way of generating “implication rules,” which are normalized based on both the antecedent and the consequent and are truly implications (not simply a measure of co-occurrence), and we show how they produce more intuitive results than other methods. Finally, we show how different characteristics of real data, as opposed by synthetic data, can dramatically affect the performance of the system and the form of the results.