EEG analysis for acoustic quality evaluation using PCA and FDA

Masaki Nakanishi; Yasue Mitsukura; Akira Hara

doi:10.1109/ROMAN.2011.6005291

EEG analysis for acoustic quality evaluation using PCA and FDA

Masaki Nakanishi, Yasue Mitsukura, Akira Hara

Department of System Design Engineering

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

4 Citations (Scopus)

Abstract

In this study, we propose the quantitative evaluation method of acoustic quality by using electroencephalogram (EEG). We analyze the EEG observed when subjects are listening to music by 3 kinds of stereo speaker system with different acoustic property. In this paper, as the first step of quantification, we analyze whether the difference of acoustic quality appear EEG by principal component analysis, analysis of variance and Fisher discriminant analysis. As a result, we confirmed that 1st principal component of EEG contains the imformation of acoustic quality evaluation which we can not obtain from questionnaires, and the possibility that we can use EEG for quantitative evaluation of acoustic quality.

Original language	English
Title of host publication	2011 RO-MAN - 20th IEEE International Symposium on Robot and Human Interactive Communication, Symposium Digest
Pages	321-324
Number of pages	4
DOIs	https://doi.org/10.1109/ROMAN.2011.6005291
Publication status	Published - 2011 Sept 26
Event	20th IEEE International Symposium on Robot and Human Interactive Communication, RO-MAN 2011 - Atlanta, GA, United States Duration: 2011 Jul 31 → 2011 Aug 3

Publication series

Name	Proceedings - IEEE International Workshop on Robot and Human Interactive Communication

Other

Other	20th IEEE International Symposium on Robot and Human Interactive Communication, RO-MAN 2011
Country/Territory	United States
City	Atlanta, GA
Period	11/7/31 → 11/8/3

ASJC Scopus subject areas

Software
Artificial Intelligence
Human-Computer Interaction

Access to Document

10.1109/ROMAN.2011.6005291

Cite this

Nakanishi, M., Mitsukura, Y., & Hara, A. (2011). EEG analysis for acoustic quality evaluation using PCA and FDA. In 2011 RO-MAN - 20th IEEE International Symposium on Robot and Human Interactive Communication, Symposium Digest (pp. 321-324). Article 6005291 (Proceedings - IEEE International Workshop on Robot and Human Interactive Communication). https://doi.org/10.1109/ROMAN.2011.6005291

EEG analysis for acoustic quality evaluation using PCA and FDA. / Nakanishi, Masaki; Mitsukura, Yasue; Hara, Akira.
2011 RO-MAN - 20th IEEE International Symposium on Robot and Human Interactive Communication, Symposium Digest. 2011. p. 321-324 6005291 (Proceedings - IEEE International Workshop on Robot and Human Interactive Communication).

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

Nakanishi, M, Mitsukura, Y & Hara, A 2011, EEG analysis for acoustic quality evaluation using PCA and FDA. in 2011 RO-MAN - 20th IEEE International Symposium on Robot and Human Interactive Communication, Symposium Digest., 6005291, Proceedings - IEEE International Workshop on Robot and Human Interactive Communication, pp. 321-324, 20th IEEE International Symposium on Robot and Human Interactive Communication, RO-MAN 2011, Atlanta, GA, United States, 11/7/31. https://doi.org/10.1109/ROMAN.2011.6005291

@inproceedings{4e5baa5e2a3f4f1982a824a5b725a3cd,

title = "EEG analysis for acoustic quality evaluation using PCA and FDA",

abstract = "In this study, we propose the quantitative evaluation method of acoustic quality by using electroencephalogram (EEG). We analyze the EEG observed when subjects are listening to music by 3 kinds of stereo speaker system with different acoustic property. In this paper, as the first step of quantification, we analyze whether the difference of acoustic quality appear EEG by principal component analysis, analysis of variance and Fisher discriminant analysis. As a result, we confirmed that 1st principal component of EEG contains the imformation of acoustic quality evaluation which we can not obtain from questionnaires, and the possibility that we can use EEG for quantitative evaluation of acoustic quality.",

author = "Masaki Nakanishi and Yasue Mitsukura and Akira Hara",

year = "2011",

month = sep,

day = "26",

doi = "10.1109/ROMAN.2011.6005291",

language = "English",

isbn = "9781457715716",

series = "Proceedings - IEEE International Workshop on Robot and Human Interactive Communication",

pages = "321--324",

booktitle = "2011 RO-MAN - 20th IEEE International Symposium on Robot and Human Interactive Communication, Symposium Digest",

note = "20th IEEE International Symposium on Robot and Human Interactive Communication, RO-MAN 2011 ; Conference date: 31-07-2011 Through 03-08-2011",

}

TY - GEN

T1 - EEG analysis for acoustic quality evaluation using PCA and FDA

AU - Nakanishi, Masaki

AU - Mitsukura, Yasue

AU - Hara, Akira

PY - 2011/9/26

Y1 - 2011/9/26

N2 - In this study, we propose the quantitative evaluation method of acoustic quality by using electroencephalogram (EEG). We analyze the EEG observed when subjects are listening to music by 3 kinds of stereo speaker system with different acoustic property. In this paper, as the first step of quantification, we analyze whether the difference of acoustic quality appear EEG by principal component analysis, analysis of variance and Fisher discriminant analysis. As a result, we confirmed that 1st principal component of EEG contains the imformation of acoustic quality evaluation which we can not obtain from questionnaires, and the possibility that we can use EEG for quantitative evaluation of acoustic quality.

AB - In this study, we propose the quantitative evaluation method of acoustic quality by using electroencephalogram (EEG). We analyze the EEG observed when subjects are listening to music by 3 kinds of stereo speaker system with different acoustic property. In this paper, as the first step of quantification, we analyze whether the difference of acoustic quality appear EEG by principal component analysis, analysis of variance and Fisher discriminant analysis. As a result, we confirmed that 1st principal component of EEG contains the imformation of acoustic quality evaluation which we can not obtain from questionnaires, and the possibility that we can use EEG for quantitative evaluation of acoustic quality.

UR - http://www.scopus.com/inward/record.url?scp=80053009339&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=80053009339&partnerID=8YFLogxK

U2 - 10.1109/ROMAN.2011.6005291

DO - 10.1109/ROMAN.2011.6005291

M3 - Conference contribution

AN - SCOPUS:80053009339

SN - 9781457715716

T3 - Proceedings - IEEE International Workshop on Robot and Human Interactive Communication

SP - 321

EP - 324

BT - 2011 RO-MAN - 20th IEEE International Symposium on Robot and Human Interactive Communication, Symposium Digest

T2 - 20th IEEE International Symposium on Robot and Human Interactive Communication, RO-MAN 2011

Y2 - 31 July 2011 through 3 August 2011

ER -

EEG analysis for acoustic quality evaluation using PCA and FDA

Abstract

Publication series

Other

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this