6533b835fe1ef96bd129fdff

RESEARCH PRODUCT

Fuzzy Classifier Based on Fuzzy Decision Tree

Elena ZaitsevaSeppo PuuronenVitaly Levashenko

subject

Fuzzy classificationNeuro-fuzzybusiness.industryType-2 fuzzy sets and systemscomputer.software_genreMachine learningDefuzzificationComputingMethodologies_PATTERNRECOGNITIONInformation Fuzzy NetworksFuzzy numberFuzzy set operationsFuzzy associative matrixArtificial intelligenceData miningbusinesscomputerMathematics

description

A popular method for making a fuzzy decision tree for classification is Fuzzy ID3 algorithm. We introduce a new approach that uses cumulative information estimations of initial data. Based on these estimations we propose a new greedy version of fuzzy ID3 algorithm to be used to generate understandable fuzzy classification rules. The goal is to find a sequence of rules that causes near minimal classification costs.

yearjournalcountryeditionlanguage
2007-09-01EUROCON 2007 - The International Conference on "Computer as a Tool"
https://doi.org/10.1109/eurcon.2007.4400614