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Study of a Vocal Feature Selection Method and Vocal Properties for Discriminating Four Constitution Types
The voice has been used to classify the four constitution types, and to recognize a subject's health condition by extracting meaningful physical quantities, in traditional Korean medicine. In this paper, we propose a method of selecting the reliable variables from various voice features, such a...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3313581/ https://www.ncbi.nlm.nih.gov/pubmed/22529874 http://dx.doi.org/10.1155/2012/831543 |
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author | Kim, Keun Ho Ku, Boncho Kang, Namsik Kim, Young-Su Jang, Jun-Su Kim, Jong Yeol |
author_facet | Kim, Keun Ho Ku, Boncho Kang, Namsik Kim, Young-Su Jang, Jun-Su Kim, Jong Yeol |
author_sort | Kim, Keun Ho |
collection | PubMed |
description | The voice has been used to classify the four constitution types, and to recognize a subject's health condition by extracting meaningful physical quantities, in traditional Korean medicine. In this paper, we propose a method of selecting the reliable variables from various voice features, such as frequency derivative features, frequency band ratios, and intensity, from vowels and a sentence. Further, we suggest a process to extract independent variables by eliminating explanatory variables and reducing their correlation and remove outlying data to enable reliable discriminant analysis. Moreover, the suitable division of data for analysis, according to the gender and age of subjects, is discussed. Finally, the vocal features are applied to a discriminant analysis to classify each constitution type. This method of voice classification can be widely used in the u-Healthcare system of personalized medicine and for improving diagnostic accuracy. |
format | Online Article Text |
id | pubmed-3313581 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-33135812012-04-23 Study of a Vocal Feature Selection Method and Vocal Properties for Discriminating Four Constitution Types Kim, Keun Ho Ku, Boncho Kang, Namsik Kim, Young-Su Jang, Jun-Su Kim, Jong Yeol Evid Based Complement Alternat Med Research Article The voice has been used to classify the four constitution types, and to recognize a subject's health condition by extracting meaningful physical quantities, in traditional Korean medicine. In this paper, we propose a method of selecting the reliable variables from various voice features, such as frequency derivative features, frequency band ratios, and intensity, from vowels and a sentence. Further, we suggest a process to extract independent variables by eliminating explanatory variables and reducing their correlation and remove outlying data to enable reliable discriminant analysis. Moreover, the suitable division of data for analysis, according to the gender and age of subjects, is discussed. Finally, the vocal features are applied to a discriminant analysis to classify each constitution type. This method of voice classification can be widely used in the u-Healthcare system of personalized medicine and for improving diagnostic accuracy. Hindawi Publishing Corporation 2012 2012-03-19 /pmc/articles/PMC3313581/ /pubmed/22529874 http://dx.doi.org/10.1155/2012/831543 Text en Copyright © 2012 Keun Ho Kim et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Kim, Keun Ho Ku, Boncho Kang, Namsik Kim, Young-Su Jang, Jun-Su Kim, Jong Yeol Study of a Vocal Feature Selection Method and Vocal Properties for Discriminating Four Constitution Types |
title | Study of a Vocal Feature Selection Method and Vocal Properties for Discriminating Four Constitution Types |
title_full | Study of a Vocal Feature Selection Method and Vocal Properties for Discriminating Four Constitution Types |
title_fullStr | Study of a Vocal Feature Selection Method and Vocal Properties for Discriminating Four Constitution Types |
title_full_unstemmed | Study of a Vocal Feature Selection Method and Vocal Properties for Discriminating Four Constitution Types |
title_short | Study of a Vocal Feature Selection Method and Vocal Properties for Discriminating Four Constitution Types |
title_sort | study of a vocal feature selection method and vocal properties for discriminating four constitution types |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3313581/ https://www.ncbi.nlm.nih.gov/pubmed/22529874 http://dx.doi.org/10.1155/2012/831543 |
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