Developing a rule evaluation support method based on objective indices

Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

In this paper, we present an evaluation of a rule evaluation support method for post-processing of mined results with rule evaluation models based on objective indices. To reduce the costs of rule evaluation task, which is one of the key procedures in data mining post-processing, we have developed the rule evaluation support method with rule evaluation models, which are obtained with objective indices of mined classification rules and evaluations of a human expert for each rule. Then we have evaluated performances of learning algorithms for constructing rule evaluation models on the meningitis data mining as an actual problem and five rulesets from the five kinds of UCI datasets. With these results, we show the availability of our rule evaluation support method.

Original languageEnglish
Title of host publicationLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Pages456-461
Number of pages6
Volume4062 LNAI
Publication statusPublished - 2006
EventFirst International Conference on Rough Sets and Knowledge Technology, RSKT 2006 - Chongqing, China
Duration: 2006 Jul 242006 Jul 26

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume4062 LNAI
ISSN (Print)03029743
ISSN (Electronic)16113349

Other

OtherFirst International Conference on Rough Sets and Knowledge Technology, RSKT 2006
CountryChina
CityChongqing
Period06/7/2406/7/26

Fingerprint

Data mining
Evaluation
Evaluation Model
Processing
Learning algorithms
Data Mining
Post-processing
Availability
Classification Rules
Costs
Meningitis
Learning Algorithm
Model-based
Learning
Costs and Cost Analysis

Keywords

  • Data mining
  • Objective indices
  • Post-processing
  • Rule evaluation support

ASJC Scopus subject areas

  • Computer Science(all)
  • Biochemistry, Genetics and Molecular Biology(all)
  • Theoretical Computer Science

Cite this

Abe, H., Tsumoto, S., Ohsaki, M., & Yamaguchi, T. (2006). Developing a rule evaluation support method based on objective indices. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 4062 LNAI, pp. 456-461). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4062 LNAI).

Developing a rule evaluation support method based on objective indices. / Abe, Hidenao; Tsumoto, Shusaku; Ohsaki, Miho; Yamaguchi, Takahira.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 4062 LNAI 2006. p. 456-461 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4062 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abe, H, Tsumoto, S, Ohsaki, M & Yamaguchi, T 2006, Developing a rule evaluation support method based on objective indices. in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). vol. 4062 LNAI, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 4062 LNAI, pp. 456-461, First International Conference on Rough Sets and Knowledge Technology, RSKT 2006, Chongqing, China, 06/7/24.
Abe H, Tsumoto S, Ohsaki M, Yamaguchi T. Developing a rule evaluation support method based on objective indices. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 4062 LNAI. 2006. p. 456-461. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).
Abe, Hidenao ; Tsumoto, Shusaku ; Ohsaki, Miho ; Yamaguchi, Takahira. / Developing a rule evaluation support method based on objective indices. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 4062 LNAI 2006. pp. 456-461 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).
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