Evaluating importance of conditions in the set of discovered rules

Salvatore Greco; R. Slowinski; J. Stefanowski

doi:10.1007/978-3-540-72530-5_37

Evaluating importance of conditions in the set of discovered rules

Salvatore Greco, R. Slowinski, J. Stefanowski

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

Abstract

We propose a new method for evaluating the contribution that elementary conditions give to a set of rules. It is based on previous results concerning importance and interaction of elementary conditions for a confidence of a single rule. The usefulness of the method is shown on two rule discovery problems.

Original language	English
Title of host publication	Rough sets, fuzzy sets, data mining and granular computing: proceedings of the 11th international conference
Editors	A. An, J. Stefanowski, S. Ramanna, C. Butz, W. Pedrycz, G. Wang
Place of Publication	Berlin
Publisher	Springer
Pages	314-321
Number of pages	8
Volume	4482
Edition	4482
ISBN (Print)	9783540725299
DOIs	https://doi.org/10.1007/978-3-540-72530-5_37
Publication status	Published - 2007

Publication series

Name	Lecture notes in computer science
Publisher	Springer
Number	4482
ISSN (Print)	0302-9743

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10.1007/978-3-540-72530-5_37

http://link.springer.com/chapter/10.1007%2F978-3-540-72530-5_37

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Greco, S., Slowinski, R., & Stefanowski, J. (2007). Evaluating importance of conditions in the set of discovered rules. In A. An, J. Stefanowski, S. Ramanna, C. Butz, W. Pedrycz, & G. Wang (Eds.), Rough sets, fuzzy sets, data mining and granular computing: proceedings of the 11th international conference (4482 ed., Vol. 4482, pp. 314-321). (Lecture notes in computer science; No. 4482). Springer. https://doi.org/10.1007/978-3-540-72530-5_37

Greco, Salvatore ; Slowinski, R. ; Stefanowski, J. / Evaluating importance of conditions in the set of discovered rules. Rough sets, fuzzy sets, data mining and granular computing: proceedings of the 11th international conference. editor / A. An ; J. Stefanowski ; S. Ramanna ; C. Butz ; W. Pedrycz ; G. Wang. Vol. 4482 4482. ed. Berlin : Springer, 2007. pp. 314-321 (Lecture notes in computer science; 4482).

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abstract = "We propose a new method for evaluating the contribution that elementary conditions give to a set of rules. It is based on previous results concerning importance and interaction of elementary conditions for a confidence of a single rule. The usefulness of the method is shown on two rule discovery problems.",

author = "Salvatore Greco and R. Slowinski and J. Stefanowski",

year = "2007",

doi = "10.1007/978-3-540-72530-5_37",

language = "English",

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Greco, S, Slowinski, R & Stefanowski, J 2007, Evaluating importance of conditions in the set of discovered rules. in A An, J Stefanowski, S Ramanna, C Butz, W Pedrycz & G Wang (eds), Rough sets, fuzzy sets, data mining and granular computing: proceedings of the 11th international conference. 4482 edn, vol. 4482, Lecture notes in computer science, no. 4482, Springer, Berlin, pp. 314-321. https://doi.org/10.1007/978-3-540-72530-5_37

Evaluating importance of conditions in the set of discovered rules. / Greco, Salvatore; Slowinski, R.; Stefanowski, J.
Rough sets, fuzzy sets, data mining and granular computing: proceedings of the 11th international conference. ed. / A. An; J. Stefanowski; S. Ramanna; C. Butz; W. Pedrycz; G. Wang. Vol. 4482 4482. ed. Berlin: Springer, 2007. p. 314-321 (Lecture notes in computer science; No. 4482).

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

TY - CHAP

T1 - Evaluating importance of conditions in the set of discovered rules

AU - Greco, Salvatore

AU - Slowinski, R.

AU - Stefanowski, J.

PY - 2007

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AB - We propose a new method for evaluating the contribution that elementary conditions give to a set of rules. It is based on previous results concerning importance and interaction of elementary conditions for a confidence of a single rule. The usefulness of the method is shown on two rule discovery problems.

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DO - 10.1007/978-3-540-72530-5_37

M3 - Chapter (peer-reviewed)

SN - 9783540725299

VL - 4482

T3 - Lecture notes in computer science

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BT - Rough sets, fuzzy sets, data mining and granular computing: proceedings of the 11th international conference

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A2 - Wang, G.

PB - Springer

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Greco S, Slowinski R, Stefanowski J. Evaluating importance of conditions in the set of discovered rules. In An A, Stefanowski J, Ramanna S, Butz C, Pedrycz W, Wang G, editors, Rough sets, fuzzy sets, data mining and granular computing: proceedings of the 11th international conference. 4482 ed. Vol. 4482. Berlin: Springer. 2007. p. 314-321. (Lecture notes in computer science; 4482). doi: 10.1007/978-3-540-72530-5_37

Evaluating importance of conditions in the set of discovered rules

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