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@article{ART001958343},
author={Gyeongyong Heo and Choi Hun and Youn Joo Sang},
title={Supervised Rank Normalization with Training Sample Selection},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2015},
volume={20},
number={1},
pages={21-28}

TY - JOUR
AU - Gyeongyong Heo
AU - Choi Hun
AU - Youn Joo Sang
TI - Supervised Rank Normalization with Training Sample Selection
JO - Journal of The Korea Society of Computer and Information
PY - 2015
VL - 20
IS - 1
PB - The Korean Society Of Computer And Information
SP - 21
EP - 28
SN - 1598-849X
AB - Feature normalization as a pre-processing step has been widely used to reduce the effect of differentscale in each feature dimension and error rate in classification. Most of the existing normalization methods,however, do not use the class labels of data points and, as a result, do not guarantee the optimality ofnormalization in classification aspect. A supervised rank normalization method, combination of ranknormalization and supervised learning technique, was proposed and demonstrated better result than others. In this paper, another technique, training sample selection, is introduced in supervised feature normalization to reduce classification error more. Training sample selection is a common technique forincreasing classification accuracy by removing noisy samples and can be applied in supervisednormalization method. Two sample selection measures based on the classes of neighboring samples andthe distance to neighboring samples were proposed and both of them showed better results than previoussupervised rank normalization method.
KW - Feature normalization;Rank Normalization;Supervised learning;Training sample selection
DO -
UR -
ER -

Gyeongyong Heo, Choi Hun and Youn Joo Sang. (2015). Supervised Rank Normalization with Training Sample Selection. Journal of The Korea Society of Computer and Information, 20(1), 21-28.

Gyeongyong Heo, Choi Hun and Youn Joo Sang. 2015, "Supervised Rank Normalization with Training Sample Selection", Journal of The Korea Society of Computer and Information, vol.20, no.1 pp.21-28.

Gyeongyong Heo, Choi Hun, Youn Joo Sang "Supervised Rank Normalization with Training Sample Selection" Journal of The Korea Society of Computer and Information 20.1 pp.21-28 (2015) : 21.

Gyeongyong Heo, Choi Hun, Youn Joo Sang. Supervised Rank Normalization with Training Sample Selection. 2015; 20(1), 21-28.

Gyeongyong Heo, Choi Hun and Youn Joo Sang. "Supervised Rank Normalization with Training Sample Selection" Journal of The Korea Society of Computer and Information 20, no.1 (2015) : 21-28.

Gyeongyong Heo; Choi Hun; Youn Joo Sang. Supervised Rank Normalization with Training Sample Selection. Journal of The Korea Society of Computer and Information, 20(1), 21-28.

Gyeongyong Heo; Choi Hun; Youn Joo Sang. Supervised Rank Normalization with Training Sample Selection. Journal of The Korea Society of Computer and Information. 2015; 20(1) 21-28.

Gyeongyong Heo, Choi Hun, Youn Joo Sang. Supervised Rank Normalization with Training Sample Selection. 2015; 20(1), 21-28.

Gyeongyong Heo, Choi Hun and Youn Joo Sang. "Supervised Rank Normalization with Training Sample Selection" Journal of The Korea Society of Computer and Information 20, no.1 (2015) : 21-28.