A1 Journal article (refereed), original research

A Similarity Classifier with Bonferroni Mean Operators


Open Access publication

LUT Authors / Editors

Publication Details
Authors: Kurama Onesfole, Luukka Pasi, Collan Mikael
Publication year: 2016
Language: English
Related Journal or Series Information: Advances in Fuzzy Systems
Volume number: 2016
Start page: 1
End page: 11
JUFO-Level of this publication: 1
Open Access: Open Access publication

Abstract
A similarity classifier based on Bonferroni mean based operators is introduced. The new Bonferroni mean based variant of thesimilarity classifier is also extended to cover a new Bonferroni-OWA variant.The new Bonferroni-OWA based similarity classifierraises the question of howto accomplish theweighting needed and for this reasonwe also examine a number of linguistic quantifiersforweight generation.The newproposed similarity classifier variants are tested on four realworldmedical research related data sets.The results are compared with results from two previously presented similarity classifiers, one based on the generalized mean andanother based on an arithmetic mean operator.The results show that comparatively better classification accuracy can be reachedwith the proposed new similarity classifier variants.

Last updated on 2018-19-10 at 08:49