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LANGUAGE IDENTIFICATION WITH PHONOLOGICAL AND LEXICAL MODELS

机译:语音和词汇模型的语言识别

摘要

A method and apparatus for identifying a speech signal as representing speechin a given candidate language. First, the described illustrative embodiment performs alanguage-specific phoneme recognition on the speech signal for the given candidatelanguage. Next, a corresponding phonemotactic (i.e., phoneme transition probability)model for the given language is applied to produce one or more corresponding phonemesequences and associated likelihood scores (e.g, probabilities). Then, a correspondinglexical model for the given language is applied to the phoneme sequences and theirassociated likelihood scores. In this manner, the lexical characteristics of the givenlanguage are taken into account in order to identify the most likely phoneme sequence(assuming that the given candidate language is, in fact, the language which was spoken)and its associated likelihood. This associated likelihood is used to provide a resultantlikelihood score for the given candidate language. Finally, the speech signal isidentified as representing speech in the given language based on the resultant likelihoodscore so obtained. In particular, the speech signal is analyzed in accordance with theabove with respect to each of a plurality of candidate languages, and is identified asrepresenting speech in the candidate language which produces the highest likelihoodscore.
机译:用于将语音信号识别为代表语音的方法和设备以给定的候选语言。首先,所描述的说明性实施例执行给定候选人的语音信号上特定于语言的音素识别语言。接下来,是一个相应的音标(即音素过渡概率)给定语言的模型用于产生一个或多个对应的音素序列和相关的似然分数(例如,概率)。然后,对应给定语言的词汇模型应用于音素序列及其音素序列相关的似然评分。这样,给定的词法特性考虑语言以识别最可能的音素序列(假设给定的候选语言实际上是所使用的语言)及其相关的可能性。该关联的可能性用于提供结果给定候选语言的可能性得分。最终,基于结果似然,将语音信号识别为代表给定语言的语音这样获得的分数。特别是,语音信号根据关于多种候选语言中的每一种,并且被识别为用候选语言表示语音,该语音产生最大的可能性得分。

著录项

  • 公开/公告号CA2160184A1

    专利类型

  • 公开/公告日1996-06-30

    原文格式PDF

  • 申请/专利权人 AT&T CORP.;

    申请/专利号CA19952160184

  • 发明设计人 HIERONYMUS JAMES LEE;KADAMBE SHUBHA;

    申请日1995-10-10

  • 分类号G10L9/00;

  • 国家 CA

  • 入库时间 2022-08-22 03:50:35

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