@article{ART001432966},
author={강재환 and Jun-Hyeong Do},
title={Voice Classification Algorithm for Sasang Constitution Using Support Vector Machine},
journal={Journal of Sasang Constitution and Immune Medicine},
issn={1226-4075},
year={2010},
volume={22},
number={1},
pages={17-25}
TY - JOUR
AU - 강재환
AU - Jun-Hyeong Do
TI - Voice Classification Algorithm for Sasang Constitution Using Support Vector Machine
JO - Journal of Sasang Constitution and Immune Medicine
PY - 2010
VL - 22
IS - 1
PB - The Society of Sasang Constitution and Immune Medicine
SP - 17
EP - 25
SN - 1226-4075
AB - 1. Objectives Voice diagnosis has been used to classify individuals into the Sasang constitution in SCM(Sasang Constitution Medicine) and to recognize his/her health condition in TKM(Traditional Korean Medicine). In this paper, we purposed a new speech classification algorithm for Sasang constitution.
2. Methods This algorithm is based on the SVM(Support Vector Machine) technique, which is a classification method to classify two distinct groups by finding voluntary nonlinear boundary in vector space. It showed high performance in classification with a few numbers of trained data set. We designed for this algorithm using 3 SVM classifiers to classify into 4 groups, which are composed of 3 constitutional groups and additional indecision group.
3. Results For the optimal performance, we found that 32.2% of the voice data were classified into three constitutional groups and 79.8% out of them were grouped correctly.
4. Conclusions This new classification method including indecision group appears efficient compared to the standard classification algorithm which classifies only into 3 constitutional groups. We find that more thorough investigation on the voice features is required to improve the classification efficiency into Sasang constitution.
KW - Voice Classifier;Support Vector Machine;SCM;TKM
DO -
UR -
ER -
강재환 and Jun-Hyeong Do. (2010). Voice Classification Algorithm for Sasang Constitution Using Support Vector Machine. Journal of Sasang Constitution and Immune Medicine, 22(1), 17-25.
강재환 and Jun-Hyeong Do. 2010, "Voice Classification Algorithm for Sasang Constitution Using Support Vector Machine", Journal of Sasang Constitution and Immune Medicine, vol.22, no.1 pp.17-25.
강재환, Jun-Hyeong Do "Voice Classification Algorithm for Sasang Constitution Using Support Vector Machine" Journal of Sasang Constitution and Immune Medicine 22.1 pp.17-25 (2010) : 17.
강재환, Jun-Hyeong Do. Voice Classification Algorithm for Sasang Constitution Using Support Vector Machine. 2010; 22(1), 17-25.
강재환 and Jun-Hyeong Do. "Voice Classification Algorithm for Sasang Constitution Using Support Vector Machine" Journal of Sasang Constitution and Immune Medicine 22, no.1 (2010) : 17-25.
강재환; Jun-Hyeong Do. Voice Classification Algorithm for Sasang Constitution Using Support Vector Machine. Journal of Sasang Constitution and Immune Medicine, 22(1), 17-25.
강재환; Jun-Hyeong Do. Voice Classification Algorithm for Sasang Constitution Using Support Vector Machine. Journal of Sasang Constitution and Immune Medicine. 2010; 22(1) 17-25.
강재환, Jun-Hyeong Do. Voice Classification Algorithm for Sasang Constitution Using Support Vector Machine. 2010; 22(1), 17-25.
강재환 and Jun-Hyeong Do. "Voice Classification Algorithm for Sasang Constitution Using Support Vector Machine" Journal of Sasang Constitution and Immune Medicine 22, no.1 (2010) : 17-25.
