Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Finding interesting rules from large sets of discovered association rules
CIKM '94 Proceedings of the third 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
Pruning and summarizing the discovered associations
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Principles of data mining
Computer Solution of Large Sparse Positive Definite
Computer Solution of Large Sparse Positive Definite
Knowledge Discovery in Databases
Knowledge Discovery in Databases
Beyond Market Baskets: Generalizing Association Rules to Dependence Rules
Data Mining and Knowledge Discovery
What Makes Patterns Interesting in Knowledge Discovery Systems
IEEE Transactions on Knowledge and Data Engineering
Ranking the Interestingness of Summaries from Data Mining Systems
Proceedings of the Twelfth International Florida Artificial Intelligence Research Society Conference
On biases in estimating multi-valued attributes
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
A Fuzzy-Graph-Based Approach to the Determination of Interestingness of Association Rules
PAKM '02 Proceedings of the 4th International Conference on Practical Aspects of Knowledge Management
Mining Indirect Associations in Web Data
WEBKDD '01 Revised Papers from the Third International Workshop on Mining Web Log Data Across All Customers Touch Points
A User-driven and Quality-oriented Visualization for Mining Association Rules
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Mining Strong Affinity Association Patterns in Data Sets with Skewed Support Distribution
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
Mining unexpected rules by pushing user dynamics
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
A Framework for Evaluating Knowledge-Based Interestingness of Association Rules
Fuzzy Optimization and Decision Making
Selecting the right objective measure for association analysis
Information Systems - Knowledge discovery and data mining (KDD 2002)
Mining complex matchings across Web query interfaces
Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Discovering complex matchings across web query interfaces: a correlation mining approach
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Interestingness of frequent itemsets using Bayesian networks as background knowledge
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Ordering patterns by combining opinions from multiple sources
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Essential classification rule sets
ACM Transactions on Database Systems (TODS)
Technology supporting business solutions
Knowledge Discovery from Transportation Network Data
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Knowledge Discovery with Genetic Programming for Providing Feedback to Courseware Authors
User Modeling and User-Adapted Interaction
Relative risk and odds ratio: a data mining perspective
Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Frequency estimates for statistical word similarity measures
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Summarizing itemset patterns: a profile-based approach
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Generalizing the Notion of Confidence
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
A Rule Evaluation Support Method with Learning Models Based on Objective Rule Evaluation Indexes
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Automatic complex schema matching across Web query interfaces: A correlation mining approach
ACM Transactions on Database Systems (TODS)
Interestingness measures for data mining: A survey
ACM Computing Surveys (CSUR)
Graph building as a mining activity: finding links in the small
Proceedings of the 3rd international workshop on Link discovery
Frequency-based views to pattern collections
Discrete Applied Mathematics - Special issue: Discrete mathematics & data mining II (DM & DM II)
Clustering web images using association rules, interestingness measures, and hypergraph partitions
ICWE '06 Proceedings of the 6th international conference on Web engineering
Assessing data mining results via swap randomization
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Extracting redundancy-aware top-k patterns
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Opportunity map: identifying causes of failure - a deployed data mining system
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
An efficient approach to mining indirect associations
Journal of Intelligent Information Systems
Partitioning strategies for distributed association rule mining
The Knowledge Engineering Review
Finding highly correlated pairs efficiently with powerful pruning
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Multi-evidence, multi-criteria, lazy associative document classification
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Mining Generalized Associations of Semantic Relations from Textual Web Content
IEEE Transactions on Knowledge and Data Engineering
Horn axiomatizations for sequential data
Theoretical Computer Science
Data quality awareness: a case study for cost optimal association rule mining
Knowledge and Information Systems - Special Issue on Mining Low-Quality Data
Ranking discovered rules from data mining with multiple criteria by data envelopment analysis
Expert Systems with Applications: An International Journal
Using metarules to organize and group discovered association rules
Data Mining and Knowledge Discovery
Soft constraint based pattern mining
Data & Knowledge Engineering
The Google Similarity Distance
IEEE Transactions on Knowledge and Data Engineering
Efficient mining of weighted interesting patterns with a strong weight and/or support affinity
Information Sciences: an International Journal
Correlation search in graph databases
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining statistically important equivalence classes and delta-discriminative emerging patterns
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Information distance from a question to an answer
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Generalizing the notion of confidence
Knowledge and Information Systems
A trimmed mean approach to finding spatial outliers
Intelligent Data Analysis
Assessing data mining results via swap randomization
ACM Transactions on Knowledge Discovery from Data (TKDD)
Evaluation of rule interestingness measures in medical knowledge discovery in databases
Artificial Intelligence in Medicine
AISIID: An artificial immune system for interesting information discovery on the web
Applied Soft Computing
Efficient clustering of databases induced by local patterns
Decision Support Systems
DDDM2007: Domain Driven Data Mining
ACM SIGKDD Explorations Newsletter - Special issue on visual analytics
Exploratory data analysis leading towards the most interesting simple association rules
Computational Statistics & Data Analysis
SCHISM: a new approach to interesting subspace mining
International Journal of Business Intelligence and Data Mining
Redundant association rules reduction techniques
International Journal of Business Intelligence and Data Mining
Removing biases in unsupervised learning of sequential patterns
Intelligent Data Analysis
Mining significant graph patterns by leap search
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Mining conditional patterns in a database
Pattern Recognition Letters
Evaluation of a graduate level data mining course with industry participants
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
Efficient algorithms for incremental Web log mining with dynamic thresholds
The VLDB Journal — The International Journal on Very Large Data Bases
Correlated pattern mining in quantitative databases
ACM Transactions on Database Systems (TODS)
Multiresolution image parametrization for improving texture classification
EURASIP Journal on Advances in Signal Processing
ON DATA STRUCTURES FOR ASSOCIATION RULE DISCOVERY
Applied Artificial Intelligence
A Unified View of Objective Interestingness Measures
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
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
Retrieval of Relevant Concepts from a Text Collection
Current Topics in Artificial Intelligence
Mining Temporal Association Patterns under a Similarity Constraint
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
Searching Correlated Objects in a Long Sequence
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
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
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks, Part II
International Journal of Geographical Information Science
Capturing association among items in a database
Data & Knowledge Engineering
Information shared by many objects
Proceedings of the 17th ACM conference on Information and knowledge management
Finding Functional Groups of Objective Rule Evaluation Indices Using PCA
PAKM '08 Proceedings of the 7th International Conference on Practical Aspects of Knowledge Management
Scalable pattern mining with Bayesian networks as background knowledge
Data Mining and Knowledge Discovery
KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference
Co-occurrence Analysis Focused on Blogger Communities
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Query by shots: retrieving meaningful events using multiple queries and rough set theory
Proceedings of the 9th International Workshop on Multimedia Data Mining: held in conjunction with the ACM SIGKDD 2008
Semantic-Based Temporal Text-Rule Mining
CICLing '09 Proceedings of the 10th International Conference on Computational Linguistics and Intelligent Text Processing
Negative Encoding Length as a Subjective Interestingness Measure for Groups of Rules
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
New information distance measure and its application in question answering system
Journal of Computer Science and Technology
Association Analysis Techniques for Bioinformatics Problems
BICoB '09 Proceedings of the 1st International Conference on Bioinformatics and Computational Biology
Investigating Accuracies of Classifications for Randomized Imbalanced Class Distributions
Fundamenta Informaticae - Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (II)
Using Bayesian networks with rule extraction to infer the risk of weed infestation in a corn-crop
Engineering Applications of Artificial Intelligence
Compression-Based Measures for Mining Interesting Rules
IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
A Comparison of Composed Objective Rule Evaluation Indices Using PCA and Single Indices
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
Discovery of Correlated Sequential Subgraphs from a Sequence of Graphs
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Detecting Temporal Trends of Technical Phrases by Using Importance Indices and Linear Regression
ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems
Multivariable stream data classification using motifs and their temporal relations
Information Sciences: an International Journal
Discovery of unapparent association rules based on extracted probability
Decision Support Systems
An extensive empirical study of collocation extraction methods
ACLstudent '05 Proceedings of the ACL Student Research Workshop
Mining frequent arrangements of temporal intervals
Knowledge and Information Systems
Improving a rule evaluation support method based on objective indices
International Journal of Advanced Intelligence Paradigms
Measuring influence of an item in a database over time
Pattern Recognition Letters
Output space sampling for graph patterns
Proceedings of the VLDB Endowment
Predicting protein-protein interactions using numerical associational features
CIBCB'09 Proceedings of the 6th Annual IEEE conference on Computational Intelligence in Bioinformatics and Computational Biology
Recommender System for Music CDs Using a Graph Partitioning Method
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part II
Frequency-based views to pattern collections
Discrete Applied Mathematics - Special issue: Discrete mathematics & data mining II (DM & DM II)
Elicitation of fuzzy association rules from positive and negative examples
Fuzzy Sets and Systems
Examples, counterexamples, and measuring fuzzy associations
Fuzzy Sets and Systems
Privacy Preserving Categorical Data Analysis with Unknown Distortion Parameters
Transactions on Data Privacy
Rule evaluations, attributes, and rough sets: extension and a case study
Transactions on rough sets VI
A study on interestingness measures for associative classifiers
Proceedings of the 2010 ACM Symposium on Applied Computing
Extending the soft constraint based mining paradigm
KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases
ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
Mining correlated subgraphs in graph databases
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
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 rules induced by item and quantity purchased
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Mining consequence events in temporal health data
Intelligent Data Analysis - Knowledge Discovery in Bioinformatics
Hierarchical document clustering using local patterns
Data Mining and Knowledge Discovery
Re-examination of interestingness measures in pattern mining: a unified framework
Data Mining and Knowledge Discovery
Collaborative filtering in social tagging systems based on joint item-tag recommendations
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Alternative normalization schemas for Bayesian confirmation measures
IPMU'10 Proceedings of the Computational intelligence for knowledge-based systems design, and 13th international conference on Information processing and management of uncertainty
A statistical interestingness measures for XML based association rules
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
Journal of Biomedical Informatics
Scaling up top-K cosine similarity search
Data & Knowledge Engineering
DS'10 Proceedings of the 13th international conference on Discovery science
Interestingness measures for association rules based on statistical validity
Knowledge-Based Systems
EWgen: automatic generation of item weights for weighted association rule mining
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
HUC-Prune: an efficient candidate pruning technique to mine high utility patterns
Applied Intelligence
A plan classifier based on Chi-square distribution tests
Intelligent Data Analysis
Interestingness measures for association rules: Combination between lattice and hash tables
Expert Systems with Applications: An International Journal
A log-linear approach to mining significant graph-relational patterns
Data & Knowledge Engineering
A novel evolutionary method to search interesting association rules by keywords
Expert Systems with Applications: An International Journal
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
Tell me what i need to know: succinctly summarizing data with itemsets
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
MIME: a framework for interactive visual pattern mining
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Is there a best quality metric for graph clusters?
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Efficient mining of top correlated patterns based on null-invariant measures
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
MIME: a framework for interactive visual pattern mining
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Building a topic hierarchy using the bag-of-related-words representation
Proceedings of the 11th ACM symposium on Document engineering
Extraction of customer potential value using unpurchased items and in-store movements
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part III
Mining interesting infrequent and frequent itemsets based on minimum correlation strength
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part I
Cosine interesting pattern discovery
Information Sciences: an International Journal
Exploring the corporate ecosystem with a semi-supervised entity graph
Proceedings of the 20th ACM international conference on Information and knowledge management
Automatic Moderation of Online Discussion Sites
International Journal of Electronic Commerce
Controlling false positives in association rule mining
Proceedings of the VLDB Endowment
Implicit enumeration of patterns
KDID'04 Proceedings of the Third international conference on Knowledge Discovery in Inductive Databases
Condensed representation of EPs and patterns quantified by frequency-based measures
KDID'04 Proceedings of the Third international conference on Knowledge Discovery in Inductive Databases
A framework for visualizing association mining results
ISCIS'06 Proceedings of the 21st international conference on Computer and Information Sciences
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Mining association rules in temporal document collections
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
Mining flipping correlations from large datasets with taxonomies
Proceedings of the VLDB Endowment
Quality-Aware association rule mining
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
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
Domain-Driven actionable knowledge discovery in the real world
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Developing a rule evaluation support method based on objective indices
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
Interestingness is not a dichotomy: introducing softness in constrained pattern mining
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Evaluating the correlation between objective rule interestingness measures and real human interest
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Mining both associated and correlated patterns
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part IV
Holistic schema matching for web query interfaces
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
Similarity of objects and the meaning of words
TAMC'06 Proceedings of the Third international conference on Theory and Applications of Models of Computation
Optimized rule mining through a unified framework for interestingness measures
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Study of positive and negative association rules based on multi-confidence and chi-squared test
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
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
Investigation of rule interestingness in medical data mining
AM'03 Proceedings of the Second international conference on Active Mining
From local to global patterns: evaluation issues in rule learning algorithms
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
Temporal evolution and local patterns
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
IGB: a new informative generic base of association rules
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Removing statistical biases in unsupervised sequence learning
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Discovering interesting association rules by clustering
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Information-Based pruning for interesting association rule mining in the item response dataset
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Link analysis tools for intelligence and counterterrorism
ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
Mining indirect association rules
ICDM'04 Proceedings of the 4th international conference on Advances in Data Mining: applications in Image Mining, Medicine and Biotechnology, Management and Environmental Control, and Telecommunications
Video mining with frequent itemset configurations
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
PKAW'06 Proceedings of the 9th Pacific Rim Knowledge Acquisition international conference on Advances in Knowledge Acquisition and Management
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
Searching interesting association rules based on evolutionary computation
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
Discriminatory confidence analysis in pattern mining
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Association rule-based feature selection method for Alzheimer's disease diagnosis
Expert Systems with Applications: An International Journal
Decision support for improved service effectiveness using domain aware text mining
Knowledge-Based Systems
See what's enBlogue: real-time emergent topic identification in social media
Proceedings of the 15th International Conference on Extending Database Technology
An evolutionary approach to rank class association rules with feedback mechanism
Expert Systems with Applications: An International Journal
I-prune: Item selection for associative classification
International Journal of Intelligent Systems
Functional brain image classification using association rules defined over discriminant regions
Pattern Recognition Letters
Where do I start?: algorithmic strategies to guide intelligence analysts
Proceedings of the ACM SIGKDD Workshop on Intelligence and Security Informatics
Properties of rule interestingness measures and alternative approaches to normalization of measures
Information Sciences: an International Journal
Investigating Accuracies of Classifications for Randomized Imbalanced Class Distributions
Fundamenta Informaticae - Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (II)
Interestingness measures for fixed consequent rules
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Mining event logs to support workflow resource allocation
Knowledge-Based Systems
Summarizing data succinctly with the most informative itemsets
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on the Best of SIGKDD 2011
A pattern mining based integrative framework for biomarker discovery
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Knowledge discovery interestingness measures based on unexpectedness
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Efficient mining of correlated sequential patterns based on null hypothesis
Proceedings of the 2012 international workshop on Web-scale knowledge representation, retrieval and reasoning
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Extracting sequential nuggets of knowledge
DEXA'07 Proceedings of the 18th international conference on Database and Expert Systems Applications
Interactive pattern mining on hidden data: a sampling-based solution
Proceedings of the 21st ACM international conference on Information and knowledge management
Resource recommendation for intelligent environments based on a multi-aspect metric
UCAmI'12 Proceedings of the 6th international conference on Ubiquitous Computing and Ambient Intelligence
International Journal of Data Warehousing and Mining
Adaptive Study Design Through Semantic Association Rule Analysis
International Journal of Software Science and Computational Intelligence
Confirmation measures of association rule interestingness
Knowledge-Based Systems
Clustering local frequency items in multiple databases
Information Sciences: an International Journal
AMIE: association rule mining under incomplete evidence in ontological knowledge bases
Proceedings of the 22nd international conference on World Wide Web
An improved neighborhood-restricted association rule-based recommender system
ADC '13 Proceedings of the Twenty-Fourth Australasian Database Conference - Volume 137
Data Mining Approaches for Geo-Spatial Big Data: Uncertainty Issues
International Journal of Organizational and Collective Intelligence
Misleading Generalized Itemset discovery
Expert Systems with Applications: An International Journal
Mining frequent correlated graphs with a new measure
Expert Systems with Applications: An International Journal
Learning theory analysis for association rules and sequential event prediction
The Journal of Machine Learning Research
YmalDB: exploring relational databases via result-driven recommendations
The VLDB Journal — The International Journal on Very Large Data Bases
Scaling up cosine interesting pattern discovery: A depth-first method
Information Sciences: an International Journal
Interestingness measures for association rules within groups
Intelligent Data Analysis
Discovering generalized association rules from Twitter
Intelligent Data Analysis
Behavior-based clustering and analysis of interestingness measures for association rule mining
Data Mining and Knowledge Discovery
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Many techniques for association rule mining and feature selection require a suitable metric to capture the dependencies among variables in a data set. For example, metrics such as support, confidence, lift, correlation, and collective strength are often used to determine the interestingness of association patterns. However, many such measures provide conflicting information about the interestingness of a pattern, and the best metric to use for a given application domain is rarely known. In this paper, we present an overview of various measures proposed in the statistics, machine learning and data mining literature. We describe several key properties one should examine in order to select the right measure for a given application domain. A comparative study of these properties is made using twenty one of the existing measures. We show that each measure has different properties which make them useful for some application domains, but not for others. We also present two scenarios in which most of the existing measures agree with each other, namely, support-based pruning and table standardization. Finally, we present an algorithm to select a small set of tables such that an expert can select a desirable measure by looking at just this small set of tables.