Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Measuring retrieval effectiveness based on user preference of documents
Journal of the American Society for Information Science
Advances in knowledge discovery and data mining
Advances in knowledge discovery and data mining
Explora: a multipattern and multistrategy discovery assistant
Advances in knowledge discovery and data mining
Rough Sets: Theoretical Aspects of Reasoning about Data
Rough Sets: Theoretical Aspects of Reasoning about Data
Beyond Market Baskets: Generalizing Association Rules to Dependence Rules
Data Mining and Knowledge Discovery
Data Mining: An Overview from a Database Perspective
IEEE Transactions on Knowledge and Data Engineering
Machine Learning
Incremental Learning from Noisy Data
Machine Learning
Abstract-Driven Pattern Discovery in Databases
IEEE Transactions on Knowledge and Data Engineering
PAKDD '98 Proceedings of the Second Pacific-Asia Conference on Research and Development in Knowledge Discovery and Data Mining
PAKDD '98 Proceedings of the Second Pacific-Asia Conference on Research and Development in Knowledge Discovery and Data Mining
Identifying Relevant Databases for Multidatabase Mining
PAKDD '98 Proceedings of the Second Pacific-Asia Conference on Research and Development in Knowledge Discovery and Data Mining
CCAIIA: Clustering Categorial Attributed into Interseting Accociation Rules
PAKDD '98 Proceedings of the Second Pacific-Asia Conference on Research and Development in Knowledge Discovery and Data Mining
Dealing with Imperfect Data by RS-ILP
Proceedings of the Joint JSAI 2001 Workshop on New Frontiers in Artificial Intelligence
Proceedings of the Joint JSAI 2001 Workshop on New Frontiers in Artificial Intelligence
An Approach to Statistical Extention of Rough Set Rule Induction
RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
A Hybrid Model for Rule Discovery in Data
RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
Accuracy and Coverage in Rough Set Rule Induction
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
Induction of Classification Rules by Granular Computing
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
Importance and Interaction of Conditions in Decision Rules
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
Statistical Test for Rough Set Approximation Based on Fisher's Exact Test
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
On Association, Similarity and Dependency of Attributes
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
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
Visualization of Possibilistic Potentials
IFSA '07 Proceedings of the 12th international Fuzzy Systems Association world congress on Foundations of Fuzzy Logic and Soft Computing
Interpreting Low and High Order Rules: A Granular Computing Approach
RSEISP '07 Proceedings of the international conference on Rough Sets and Intelligent Systems Paradigms
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
Finding Functional Groups of Objective Rule Evaluation Indices Using PCA
PAKM '08 Proceedings of the 7th International Conference on Practical Aspects of Knowledge Management
KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference
Visualization of Similarities and Dissimilarities Between Rules Using Multidimensional Scaling
KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference
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
Evaluating Importance of Conditions in the Set of Discovered Rules
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
An interval set model for learning rules from incomplete information table
International Journal of Approximate Reasoning
Supporting visual exploration of discovered association rules through multi-dimensional scaling
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
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
Developing a rule evaluation support method based on objective indices
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
Decision rule-based data models using TRS and NetTRS – methods and algorithms
Transactions on Rough Sets XI
Rough set approach to customer satisfaction analysis
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
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
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
Rough membership and bayesian confirmation measures for parameterized rough sets
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
Investigation of rule interestingness in medical data mining
AM'03 Proceedings of the Second international conference on Active Mining
Visualization of similarities and dissimilarities in rules using multidimensional scaling
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Statistical independence from the viewpoint of linear algebra
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Frequent pattern mining with preferences–utility functions approach
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
AWIC'05 Proceedings of the Third international conference on Advances in Web Intelligence
Incremental learning and evaluation of structures of rough decision tables
Transactions on Rough Sets IV
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
Two Semantic Issues in a Probabilistic Rough Set Model
Fundamenta Informaticae - Advances in Rough Set Theory
Investigating Accuracies of Classifications for Randomized Imbalanced Class Distributions
Fundamenta Informaticae - Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (II)
Fundamenta Informaticae - Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (I)
A Two-Phase Model for Learning Rules from Incomplete Data
Fundamenta Informaticae - Fundamentals of Knowledge Technology
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
On Modal and Fuzzy Decision Logics Based on Rough Set Theory
Fundamenta Informaticae
BRACID: a comprehensive approach to learning rules from imbalanced data
Journal of Intelligent Information Systems
Rule measures tradeoff using game-theoretic rough sets
BI'12 Proceedings of the 2012 international conference on Brain Informatics
Behavior-based clustering and analysis of interestingness measures for association rule mining
Data Mining and Knowledge Discovery
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In this paper, we analyze quantitative measures associated with if-then type rules. Basic quantities are identified and many existing measures are examined using the basic quantities. The main objective is to provide a synthesis of existing results in a simple and unified framework. The quantitative measure is viewed as a multi-facet concept, representing the confidence, uncertainty, applicability, quality, accuracy, and interestingness of rules. Roughly, they may be classified as representing one-way and two-way supports.