EEG analysis for acoustic quality evaluation using PCA and FDA

Masaki Nakanishi, Yasue Mitsukura, Akira Hara

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (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 languageEnglish
Title of host publicationProceedings - IEEE International Workshop on Robot and Human Interactive Communication
Pages321-324
Number of pages4
DOIs
Publication statusPublished - 2011
Event20th IEEE International Symposium on Robot and Human Interactive Communication, RO-MAN 2011 - Atlanta, GA, United States
Duration: 2011 Jul 312011 Aug 3

Other

Other20th IEEE International Symposium on Robot and Human Interactive Communication, RO-MAN 2011
CountryUnited States
CityAtlanta, GA
Period11/7/3111/8/3

Fingerprint

Electroencephalography
Acoustics
Acoustic properties
Discriminant analysis
Analysis of variance (ANOVA)
Principal component analysis

ASJC Scopus subject areas

  • Software
  • Artificial Intelligence
  • Human-Computer Interaction

Cite this

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

EEG analysis for acoustic quality evaluation using PCA and FDA. / Nakanishi, Masaki; Mitsukura, Yasue; Hara, Akira.

Proceedings - IEEE International Workshop on Robot and Human Interactive Communication. 2011. p. 321-324 6005291.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Nakanishi, M, Mitsukura, Y & Hara, A 2011, EEG analysis for acoustic quality evaluation using PCA and FDA. in Proceedings - IEEE International Workshop on Robot and Human Interactive Communication., 6005291, 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
Nakanishi M, Mitsukura Y, Hara A. EEG analysis for acoustic quality evaluation using PCA and FDA. In Proceedings - IEEE International Workshop on Robot and Human Interactive Communication. 2011. p. 321-324. 6005291 https://doi.org/10.1109/ROMAN.2011.6005291
Nakanishi, Masaki ; Mitsukura, Yasue ; Hara, Akira. / EEG analysis for acoustic quality evaluation using PCA and FDA. Proceedings - IEEE International Workshop on Robot and Human Interactive Communication. 2011. pp. 321-324
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