Presentation | 2013-01-30 A Study on Speaker Recognition Based on Decomposition of Periodic and Aperiodic Components Yuki ISHIKAWA, Masafumi NISHIDA, Masakiyo FUJIMOTO, Seiichi YAMAMOTO, |
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Abstract(in English) | In conventional researches, mel-frequency cepstral coefficients (MFCC) are widely used for a feature parameter which approximates vocal tract characteristics. However, use of other feature parameters, i.e., a fluctuation of the speech signal has not been fully discussed in recent research progress. Since the speech signal involves various fluctuations caused by a speech generation scheme with a human living body, fluctuations includes speaker discriminative characteristics based on individual physical abilities. Therefore, we propose a enhancement method of the speech signal fluctuations by utilizing aperiodicity of speech component based on periodic and aperiodic components decomposition of the speech signal. The experimental results reveal that the proposed method outperforms conventional methods in terms of speaker recognition accuracy. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | speaker recognition / fluctuations of speech signal / phonetic and speaker features / decomposition of periodic and aperiodic components |
Paper # | SP2012-102 |
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Committee | SP |
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Conference Date | 2013/1/23(1days) |
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Registration To | Speech (SP) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
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Title (in English) | A Study on Speaker Recognition Based on Decomposition of Periodic and Aperiodic Components |
Sub Title (in English) | |
Keyword(1) | speaker recognition |
Keyword(2) | fluctuations of speech signal |
Keyword(3) | phonetic and speaker features |
Keyword(4) | decomposition of periodic and aperiodic components |
1st Author's Name | Yuki ISHIKAWA |
1st Author's Affiliation | NTT Communication Science Laboratories, NTT Corporation() |
2nd Author's Name | Masafumi NISHIDA |
2nd Author's Affiliation | Graduate School of Engineering, Doshisha University |
3rd Author's Name | Masakiyo FUJIMOTO |
3rd Author's Affiliation | NTT Communication Science Laboratories, NTT Corporation |
4th Author's Name | Seiichi YAMAMOTO |
4th Author's Affiliation | Graduate School of Engineering, Doshisha University |
Date | 2013-01-30 |
Paper # | SP2012-102 |
Volume (vol) | vol.112 |
Number (no) | 422 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |