New property for rule interestingness measures

I. Szczech; Salvatore Greco; R. Slowinski

New property for rule interestingness measures

I. Szczech, Salvatore Greco, R. Slowinski

Research output: Chapter in Book/Report/Conference proceeding › Chapter (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 language	English
Title of host publication	Proceedings of the 2011 federated conference on computer science and information systems (FedCSIS)
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	103-108
Number of pages	6
ISBN (Print)	9781457700415
Publication status	Published - Sept 2011
Event	Computer Science and Information Systems (FedCSIS), 2011 Federated Conference on - Duration: 1 Sept 2011 → …

Conference

Conference	Computer Science and Information Systems (FedCSIS), 2011 Federated Conference on
Period	1/09/11 → …

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Szczech, I., Greco, S., & Slowinski, R. (2011). New property for rule interestingness measures. In Proceedings of the 2011 federated conference on computer science and information systems (FedCSIS) (pp. 103-108). Institute of Electrical and Electronics Engineers Inc.. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6078206&sortType%3Dasc_p_Sequence%26filter%3DAND%28p_IS_Number%3A6078170%29

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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.",

author = "I. Szczech and Salvatore Greco and R. Slowinski",

year = "2011",

month = sep,

language = "English",

isbn = "9781457700415",

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note = "Computer Science and Information Systems (FedCSIS), 2011 Federated Conference on ; Conference date: 01-09-2011",

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Szczech, I, Greco, S & Slowinski, R 2011, New property for rule interestingness measures. in Proceedings of the 2011 federated conference on computer science and information systems (FedCSIS). Institute of Electrical and Electronics Engineers Inc., pp. 103-108, Computer Science and Information Systems (FedCSIS), 2011 Federated Conference on, 1/09/11. <http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6078206&sortType%3Dasc_p_Sequence%26filter%3DAND%28p_IS_Number%3A6078170%29>

New property for rule interestingness measures. / Szczech, I.; Greco, Salvatore; Slowinski, R.
Proceedings of the 2011 federated conference on computer science and information systems (FedCSIS). Institute of Electrical and Electronics Engineers Inc., 2011. p. 103-108.

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

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M3 - Chapter (peer-reviewed)

SN - 9781457700415

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BT - Proceedings of the 2011 federated conference on computer science and information systems (FedCSIS)

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New property for rule interestingness measures

Abstract

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