Classification, Regression, and Survival Rule Induction with Complex and M-of-N Elementary Conditions
Cezary Maszczyk,
Marek Sikora,
Łukasz Wróbel
Abstract:Most rule induction algorithms generate rules with simple logical conditions based on equality or inequality relations. This feature limits their ability to discover complex dependencies that may exist in data. This article presents an extension to the sequential covering rule induction algorithm that allows it to generate complex and M-of-N conditions within the premises of rules. The proposed methodology uncovers complex patterns in data that are not adequately expressed by rules with simple conditions. The … Show more
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