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Transcendental Information Based Triphone Model Tying Structure Adaptation Strategy
基于先验知识的三音子模型聚类结构自适应策略

Keywords: Speech recognition,Triphone model,Model tying
语音识别
,三音子模型,模型聚类

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Abstract:

A Transcendental Information Based(TIB)triphone model tying structure adaptation strategy is delivered,and this strategy can improve the triphone model tying structure to suit the target co-pronunciation features with small amount of adaptation data.The TIB triphone model tying structure adaptation strategy uses the baseline acoustic model's triphone model tying result as the transcendental model clustering center,with the adaptation data alignment by the baseline acoustic model,re-estimate the TIB triphone model clustering center and model tying structure recursively under maximum likelihood principle.The experiments show that the TIB triphone model tying structure adaptation strategy can improve the triphone model tying structure with only 2 hours'adaptation corpus,and in the experiment of English acoustic model for Chinese speakers,the TIB strategy will increase the recognition accuracy rate from 74.59% to 83.63%.

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