Maximum Likelihood Method Associated with the Bayes Approach in Audio Signal Recognition

碩士 === 國立交通大學 === 統計學研究所 === 97 === Modern speech recognition systems are generally based on the Gaussian mixture model or Hidden Markov Model. The maximum likelihood method is a popular approach to derive the parameter estimation in these models. An alternative solution is to adopt the Bayes appro...

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Main Authors: Huang, E-Hsien, 黃依賢
Other Authors: Wang, Hsiu-Ying
Format: Others
Language:en_US
Online Access:http://ndltd.ncl.edu.tw/handle/04027624538450296492
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spelling ndltd-TW-097NCTU53370222015-10-13T15:42:32Z http://ndltd.ncl.edu.tw/handle/04027624538450296492 Maximum Likelihood Method Associated with the Bayes Approach in Audio Signal Recognition 結合貝氏估計法的修正最大概似法在語音辨識的應用 Huang, E-Hsien 黃依賢 碩士 國立交通大學 統計學研究所 97 Modern speech recognition systems are generally based on the Gaussian mixture model or Hidden Markov Model. The maximum likelihood method is a popular approach to derive the parameter estimation in these models. An alternative solution is to adopt the Bayes approach for the parameter estimation. In this study, we propose a new method which can combine the results of the maximum likelihood and Bayes approaches to provide more accurate estimators in the Gaussian mixture model for audio signal recognition. Wang, Hsiu-Ying 王秀瑛 學位論文 ; thesis 32 en_US
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language en_US
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description 碩士 === 國立交通大學 === 統計學研究所 === 97 === Modern speech recognition systems are generally based on the Gaussian mixture model or Hidden Markov Model. The maximum likelihood method is a popular approach to derive the parameter estimation in these models. An alternative solution is to adopt the Bayes approach for the parameter estimation. In this study, we propose a new method which can combine the results of the maximum likelihood and Bayes approaches to provide more accurate estimators in the Gaussian mixture model for audio signal recognition.
author2 Wang, Hsiu-Ying
author_facet Wang, Hsiu-Ying
Huang, E-Hsien
黃依賢
author Huang, E-Hsien
黃依賢
spellingShingle Huang, E-Hsien
黃依賢
Maximum Likelihood Method Associated with the Bayes Approach in Audio Signal Recognition
author_sort Huang, E-Hsien
title Maximum Likelihood Method Associated with the Bayes Approach in Audio Signal Recognition
title_short Maximum Likelihood Method Associated with the Bayes Approach in Audio Signal Recognition
title_full Maximum Likelihood Method Associated with the Bayes Approach in Audio Signal Recognition
title_fullStr Maximum Likelihood Method Associated with the Bayes Approach in Audio Signal Recognition
title_full_unstemmed Maximum Likelihood Method Associated with the Bayes Approach in Audio Signal Recognition
title_sort maximum likelihood method associated with the bayes approach in audio signal recognition
url http://ndltd.ncl.edu.tw/handle/04027624538450296492
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