3rd Iranian Joint Congress on Intelligent Systems and Fuzzy Systems , 2009-07-15

Title : ( Fuzzy Constraints Linear Discriminant Analysis )

Authors: Hamid Reza Hassanzadeh , Hadi Sadoghi Yazdi , Abedin Vahedian Mazloum ,

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Abstract

Abstract: In this paper we introduce a fuzzy constraint linear discriminant analysis (FC-LDA). The FC-LDA tries to minimize mis classification error based on modified perceptron criterion that benefits handling the uncertainty near the decision boundary by means of a fuzzy linear programming approach with fuzzy resources. The method proposed has low computational complexity because of its linear characteristics and the ability to deal with noisy data with different degrees of tolerance. Obtained results verify the success of the algorithm when dealing with different problems. Comparing FC-LDA and LDA shows superiority in classification task.

Keywords

, Keywords: Fuzzy Linear Discriminator, Ordinary Linear Discriminant Analysis, Fuzzy Linear Programming
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@inproceedings{paperid:1060788,
author = {Hassanzadeh, Hamid Reza and Sadoghi Yazdi, Hadi and Vahedian Mazloum, Abedin},
title = {Fuzzy Constraints Linear Discriminant Analysis},
booktitle = {3rd Iranian Joint Congress on Intelligent Systems and Fuzzy Systems},
year = {2009},
location = {یزد, IRAN},
keywords = {Keywords: Fuzzy Linear Discriminator; Ordinary Linear Discriminant Analysis; Fuzzy Linear Programming},
}

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%0 Conference Proceedings
%T Fuzzy Constraints Linear Discriminant Analysis
%A Hassanzadeh, Hamid Reza
%A Sadoghi Yazdi, Hadi
%A Vahedian Mazloum, Abedin
%J 3rd Iranian Joint Congress on Intelligent Systems and Fuzzy Systems
%D 2009

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