New property for rule interestingness measures

I. Szczech, Salvatore Greco, R. Slowinski

Research output: Chapter in Book/Report/Conference proceedingChapter (peer-reviewed)peer-review

Abstract

The paper considers interestingness measures for evaluation of rules induced from data with respect to two properties: property of Bayesian confirmation and property Ex1 concerning the behavior of measures in case of entailment or refutation of the conclusion by the rule's premise. We demonstrate that property Ex1, even though created for confirmation measures, does not fully reflect the concept of confirmation. We propose a modification of this property, called weak Ex1, that deploys the concept of confirmation in its larger sense and allows to escape paradoxes that might appear when using measures satisfying the original Ex1 property.
Original languageEnglish
Title of host publicationProceedings of the 2011 federated conference on computer science and information systems (FedCSIS)
PublisherInstitute of Electrical and Electronics Engineers
Pages103-108
Number of pages6
ISBN (Print)9781457700415
Publication statusPublished - Sep 2011
EventComputer Science and Information Systems (FedCSIS), 2011 Federated Conference on -
Duration: 1 Sep 2011 → …

Conference

ConferenceComputer Science and Information Systems (FedCSIS), 2011 Federated Conference on
Period1/09/11 → …

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