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Method and system for modeling a common-language speech recognition, by a computer, under the influence of a plurality of dialects

机译:在多种方言的影响下,由计算机为通用语言语音识别建模的方法和系统

摘要

The present invention relates to a method for modeling a common-language speech recognition, by a computer, under the influence of multiple dialects and concerns a technical field of speech recognition by a computer. In this method, a triphone standard common-language model is first generated based on training data of standard common language, and first and second monophone dialectal-accented common-language models are based on development data of dialectal-accented common languages of first kind and second kind, respectively. Then a temporary merged model is obtained in a manner that the first dialectal-accented common-language model is merged into the standard common-language model according to a first confusion matrix obtained by recognizing the development data of first dialectal-accented common language using the standard common-language model. Finally, a recognition model is obtained in a manner that the second dialectal-accented common-language model is merged into the temporary merged model according to a second confusion matrix generated by recognizing the development data of second dialectal-accented common language by the temporary merged model. This method effectively enhances the operating efficiency and admittedly raises the recognition rate for the dialectal-accented common language. The recognition rate for the standard common language is also raised.
机译:本发明涉及一种在多个方言的影响下通过计算机对通用语言语音识别进行建模的方法,并且涉及一种通过计算机进行语音识别的技术领域。在这种方法中,首先根据标准公共语言的训练数据生成三音器标准公共语言模型,而第一和第二以单音方言为口音的公共语言模型基于第一类和第二种以方言为口音的公共语言的开发数据。第二种。然后,以如下方式获得临时合并模型:根据第一混淆矩阵,将第一以方言为重音的公共语言模型合并为标准公共语言模型,该第一混淆矩阵是通过使用识别第一方言为重音的公共语言的发展数据而获得的。标准的通用语言模型。最终,获得识别模型,其方式是根据第二混淆矩阵将第二方言重音共同语言模型合并为临时合并模型,该第二混淆矩阵是通过临时合并识别第二方言重音共同语言的发展数据而生成的。模型。这种方法有效地提高了操作效率,并且无疑提高了方言重音公共语言的识别率。标准公共语言的识别率也提高了。

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