2009 RuleInduction
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- (Grzymala-Busse, 2009) ⇒ Jerzy W. Grzymala-Busse. (2009). “Rule Induction.” In: Maimon O., Rokach L. (eds) Data Mining and Knowledge Discovery Handbook. ISBN:978-0-387-09822-7, 978-0-387-09823-4. doi:10.1007/978-0-387-09823-4_13
Subject Headings: Rule Induction Algorithm; LEM Induction Algorithm.
Notes
Cited By
- Google Scholar: ~ 68 Citations (Retrieved:2019-11-12).
- Semantic Scholar: ~ 9 Citations (Retrieved:2019-11-12).
- Bookmetrix: ~ 5 Citations (Retrieved:2019-11-12).
Quotes
Author Keywords
- Rule Induction Algorithms LEM1; LEM2; AQ; LERS Data Mining System; LERS Classification System; Rule Set Types; Discriminant Rule Sets; Validation.
Abstract
This chapter begins with a brief discussion of some problems associated with input data. Then different rule types are defined. Three representative rule induction methods: LEM1, LEM2, and AQ are presented. An idea of a classification system, where rule sets are utilized to classify new cases, is introduced. Methods to evaluate an error rate associated with classification of unseen cases using the rule set are described. Finally, some more advanced methods are listed.
References
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Author | volume | Date Value | title | type | journal | titleUrl | doi | note | year | |
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2009 RuleInduction | Jerzy W. Grzymala-Busse | Rule Induction | 10.1007/978-0-387-09823-4_13 | 2009 |