K-means nearest neighbor classifier for voice pathology

T. Ananthakrishna; Kumara Shama; U. C. Niranjan

K-means nearest neighbor classifier for voice pathology

T. Ananthakrishna, Kumara Shama, U. C. Niranjan

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

20 Citations (SciVal)

Abstract

The noninvasive acoustical analysis of normal and pathological voices help speech specialists to perform accurate diagnose of diseases. Pathological voices show higher vocal noise level due to malfunctioning of vocal cords. Addition of noise component in speech has found to change the spectral properties. In this study, we show the use of energy spectrum which is obtained from 21-channel filter-bank outputs, for the classification of pathological voices. A simple k-means nearest neighbor classifier based on spectral distance is designed and a good classification results have been reported.

Original language	English
Title of host publication	Proceedings of the IEEE INDICON 2004 - 1st India Annual Conference
Pages	352-354
Number of pages	3
Publication status	Published - 2004
Event	IEEE INDICON 2004 - 1st India Annual Conference - Kharagpur, India Duration: 20-12-2004 → 22-12-2004

Conference

Conference	IEEE INDICON 2004 - 1st India Annual Conference
Country/Territory	India
City	Kharagpur
Period	20-12-04 → 22-12-04

All Science Journal Classification (ASJC) codes

Engineering(all)

Cite this

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title = "K-means nearest neighbor classifier for voice pathology",

abstract = "The noninvasive acoustical analysis of normal and pathological voices help speech specialists to perform accurate diagnose of diseases. Pathological voices show higher vocal noise level due to malfunctioning of vocal cords. Addition of noise component in speech has found to change the spectral properties. In this study, we show the use of energy spectrum which is obtained from 21-channel filter-bank outputs, for the classification of pathological voices. A simple k-means nearest neighbor classifier based on spectral distance is designed and a good classification results have been reported.",

author = "T. Ananthakrishna and Kumara Shama and Niranjan, {U. C.}",

year = "2004",

language = "English",

isbn = "0780389093",

pages = "352--354",

booktitle = "Proceedings of the IEEE INDICON 2004 - 1st India Annual Conference",

note = "IEEE INDICON 2004 - 1st India Annual Conference ; Conference date: 20-12-2004 Through 22-12-2004",

}

TY - GEN

T1 - K-means nearest neighbor classifier for voice pathology

AU - Ananthakrishna, T.

AU - Shama, Kumara

AU - Niranjan, U. C.

PY - 2004

Y1 - 2004

N2 - The noninvasive acoustical analysis of normal and pathological voices help speech specialists to perform accurate diagnose of diseases. Pathological voices show higher vocal noise level due to malfunctioning of vocal cords. Addition of noise component in speech has found to change the spectral properties. In this study, we show the use of energy spectrum which is obtained from 21-channel filter-bank outputs, for the classification of pathological voices. A simple k-means nearest neighbor classifier based on spectral distance is designed and a good classification results have been reported.

AB - The noninvasive acoustical analysis of normal and pathological voices help speech specialists to perform accurate diagnose of diseases. Pathological voices show higher vocal noise level due to malfunctioning of vocal cords. Addition of noise component in speech has found to change the spectral properties. In this study, we show the use of energy spectrum which is obtained from 21-channel filter-bank outputs, for the classification of pathological voices. A simple k-means nearest neighbor classifier based on spectral distance is designed and a good classification results have been reported.

UR - http://www.scopus.com/inward/record.url?scp=28444443797&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=28444443797&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:28444443797

SN - 0780389093

SN - 9780780389090

SP - 352

EP - 354

BT - Proceedings of the IEEE INDICON 2004 - 1st India Annual Conference

T2 - IEEE INDICON 2004 - 1st India Annual Conference

Y2 - 20 December 2004 through 22 December 2004

ER -

K-means nearest neighbor classifier for voice pathology

Abstract

Conference

All Science Journal Classification (ASJC) codes

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