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基于置信度的无监督说话人自适应语音识别 被引量:1

Speech Recognition of Confidence-Measurement-Based Unsupervised Speaker Adaptation
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摘要 本文提出一种基于词格信息的置信度计算方法,估计自适应语音识别结果的可靠性,将不可靠的语音从自适应训练集中去掉,从而减小无监督自适应与有监督自适应间的性能差异,提高无监督自适应的性能。 Speaker adaptation is an effective means of improving the performance of a speech recognition system. A word lattice based confidence measurement is proposed in this paper to evaluate the reliability of the recognition result and to remove the unreliable speech from the adaptation speech corpus. Then the difference between supervised and unsupervised adaptations is reduced,and the recognition rate of unsupervised recognition is increased.
出处 《计算机工程与科学》 CSCD 2005年第9期93-96,共4页 Computer Engineering & Science
基金 2003年国家星火计划资助项目(2003EA760004)
关键词 语音识别 说话人自适应 置信度 speech recognition speaker adaptation confidence measurement
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  • 1李虎生,杨明杰,刘润生.汉语数码语音识别自适应算法[J].电路与系统学报,1999,4(2):1-6. 被引量:4
  • 2Lee Chin-Hui,Lin Chih-Heng,Juang Biing-Hwang. A Study on Speaker Adaptation of the Parameters of Continuous Density Hidden Markov Models[J]. IEEE Trans on Signal Processing,1991,39(4): 806-814.
  • 3C J Leggetter. Improved Acoustic Modeling for HMMs Using Linear Transformations:[Ph D Dissertation][D].University of Cambridge,1995.
  • 4C J Leggetter,P C Woodland . Maximum Likelyhood Linear Regression for Speaker Adaptation of Continuous Density Hidden Markov Models[J]. Computer Speech and Language,1995,9(2):171-185.
  • 5M G Rahim,C H Lee,B H Juang. Discriminative Utterance Verification for Connected Digits Recognition[J]. IEEE Trans on Speech and Audio Processing,1997,5(3): 266-277.
  • 6J M Boite,H Bourlard,B D'hoore,et al.A New Approach Towards Keyword Spotting[A]. Proc of EUROSPEECH[C]. 1993.1273-1276.

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