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@article{ART001366550},
author={Woo, Young Woon and Kim, Kwang-baek and 허경용},
title={Proposal of Weight Adjustment Methods Using Statistical Information in Fuzzy Weighted Mean Classifiers},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2009},
volume={14},
number={7},
pages={9-15}

TY - JOUR
AU - Woo, Young Woon
AU - Kim, Kwang-baek
AU - 허경용
TI - Proposal of Weight Adjustment Methods Using Statistical Information in Fuzzy Weighted Mean Classifiers
JO - Journal of The Korea Society of Computer and Information
PY - 2009
VL - 14
IS - 7
PB - The Korean Society Of Computer And Information
SP - 9
EP - 15
SN - 1598-849X
AB - The fuzzy weighted mean classifier is one of the most common classification models and could achieve high performance by adjusting the weights. However, the weights were generally decided based on the experience of experts, which made the resulting classifiers to suffer the lack of consistency and objectivity. To resolve this problem, in this paper, a weight deciding method based on the statistics of the data is introduced, which ensures the learned classifiers to be consistent and objective. To investigate the effectiveness of the proposed methods, Iris data set available from UCI machine learning repository is used and promising results are obtained.
KW - Fuzzy Weighted Mean Classifier;Weight Adjustment;Statistical Information;Iris Dataset
DO -
UR -
ER -

Woo, Young Woon, Kim, Kwang-baek and 허경용. (2009). Proposal of Weight Adjustment Methods Using Statistical Information in Fuzzy Weighted Mean Classifiers. Journal of The Korea Society of Computer and Information, 14(7), 9-15.

Woo, Young Woon, Kim, Kwang-baek and 허경용. 2009, "Proposal of Weight Adjustment Methods Using Statistical Information in Fuzzy Weighted Mean Classifiers", Journal of The Korea Society of Computer and Information, vol.14, no.7 pp.9-15.

Woo, Young Woon, Kim, Kwang-baek, 허경용 "Proposal of Weight Adjustment Methods Using Statistical Information in Fuzzy Weighted Mean Classifiers" Journal of The Korea Society of Computer and Information 14.7 pp.9-15 (2009) : 9.

Woo, Young Woon, Kim, Kwang-baek, 허경용. Proposal of Weight Adjustment Methods Using Statistical Information in Fuzzy Weighted Mean Classifiers. 2009; 14(7), 9-15.

Woo, Young Woon, Kim, Kwang-baek and 허경용. "Proposal of Weight Adjustment Methods Using Statistical Information in Fuzzy Weighted Mean Classifiers" Journal of The Korea Society of Computer and Information 14, no.7 (2009) : 9-15.

Woo, Young Woon; Kim, Kwang-baek; 허경용. Proposal of Weight Adjustment Methods Using Statistical Information in Fuzzy Weighted Mean Classifiers. Journal of The Korea Society of Computer and Information, 14(7), 9-15.

Woo, Young Woon; Kim, Kwang-baek; 허경용. Proposal of Weight Adjustment Methods Using Statistical Information in Fuzzy Weighted Mean Classifiers. Journal of The Korea Society of Computer and Information. 2009; 14(7) 9-15.

Woo, Young Woon, Kim, Kwang-baek, 허경용. Proposal of Weight Adjustment Methods Using Statistical Information in Fuzzy Weighted Mean Classifiers. 2009; 14(7), 9-15.

Woo, Young Woon, Kim, Kwang-baek and 허경용. "Proposal of Weight Adjustment Methods Using Statistical Information in Fuzzy Weighted Mean Classifiers" Journal of The Korea Society of Computer and Information 14, no.7 (2009) : 9-15.