Speaker adaptation based on MAP estimation using fuzzy controller

Yau Tarng Juang; Kuo Chang Huang; Ing Jr Ding

doi:10.1016/S0167-8655(03)00125-9

Speaker adaptation based on MAP estimation using fuzzy controller

Yau Tarng Juang
, Kuo Chang Huang
, Ing Jr Ding

電機工程學系

研究成果: 雜誌貢獻 › 期刊論文 › 同行評審

7 引文斯高帕斯（Scopus）

摘要

This paper presents a technical speaker adaptation method called FCMAP, which incorporated an appropriate fuzzy logic controller into maximum a posteriori (MAP) to adapt the hidden Markov model parameters. Experimental results show that the speaker adaptation system using the FCMAP adaptation method outperforms that of the conventional MAP, especially when only few utterances from a new speaker are available for adaptation.

原文	???core.languages.en_GB???
頁（從 - 到）	2807-2813
頁數	7
期刊	Pattern Recognition Letters
卷	24
發行號	15
DOIs	https://doi.org/10.1016/S0167-8655(03)00125-9
出版狀態	已出版 - 11月 2003

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10.1016/S0167-8655(03)00125-9

引用此

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title = "Speaker adaptation based on MAP estimation using fuzzy controller",

abstract = "This paper presents a technical speaker adaptation method called FCMAP, which incorporated an appropriate fuzzy logic controller into maximum a posteriori (MAP) to adapt the hidden Markov model parameters. Experimental results show that the speaker adaptation system using the FCMAP adaptation method outperforms that of the conventional MAP, especially when only few utterances from a new speaker are available for adaptation.",

keywords = "Fuzzy logic, Hidden Markov model adaptation, Maximum a posteriori adaptation, Speaker adaptation",

author = "Juang, \{Yau Tarng\} and Huang, \{Kuo Chang\} and Ding, \{Ing Jr\}",

note = "Funding Information: The work was partially supported by the National Science Council of the Republic of China under the contract NSC89-2218-E-008-004. ",

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AU - Ding, Ing Jr

N1 - Funding Information: The work was partially supported by the National Science Council of the Republic of China under the contract NSC89-2218-E-008-004.

PY - 2003/11

Y1 - 2003/11

N2 - This paper presents a technical speaker adaptation method called FCMAP, which incorporated an appropriate fuzzy logic controller into maximum a posteriori (MAP) to adapt the hidden Markov model parameters. Experimental results show that the speaker adaptation system using the FCMAP adaptation method outperforms that of the conventional MAP, especially when only few utterances from a new speaker are available for adaptation.

AB - This paper presents a technical speaker adaptation method called FCMAP, which incorporated an appropriate fuzzy logic controller into maximum a posteriori (MAP) to adapt the hidden Markov model parameters. Experimental results show that the speaker adaptation system using the FCMAP adaptation method outperforms that of the conventional MAP, especially when only few utterances from a new speaker are available for adaptation.

KW - Fuzzy logic

KW - Hidden Markov model adaptation

KW - Maximum a posteriori adaptation

KW - Speaker adaptation

UR - https://www.scopus.com/pages/publications/0042830826

U2 - 10.1016/S0167-8655(03)00125-9

DO - 10.1016/S0167-8655(03)00125-9

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EP - 2813

JO - Pattern Recognition Letters

JF - Pattern Recognition Letters

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ER -

Speaker adaptation based on MAP estimation using fuzzy controller

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