Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Kim, Keun Ho, Ku, Boncho, Kang, Namsik, Kim, Young-Su, Jang, Jun-Su, Kim, Jong Yeol
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2012
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
_version_ 1782228019041009664
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
work_keys_str_mv AT kimkeunho studyofavocalfeatureselectionmethodandvocalpropertiesfordiscriminatingfourconstitutiontypes
AT kuboncho studyofavocalfeatureselectionmethodandvocalpropertiesfordiscriminatingfourconstitutiontypes
AT kangnamsik studyofavocalfeatureselectionmethodandvocalpropertiesfordiscriminatingfourconstitutiontypes
AT kimyoungsu studyofavocalfeatureselectionmethodandvocalpropertiesfordiscriminatingfourconstitutiontypes
AT jangjunsu studyofavocalfeatureselectionmethodandvocalpropertiesfordiscriminatingfourconstitutiontypes
AT kimjongyeol studyofavocalfeatureselectionmethodandvocalpropertiesfordiscriminatingfourconstitutiontypes