Computational Models for Auditory Speech Processing

D. O'Shaughnessy
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Abstract

Auditory processing of speech is an important stage in the closed-loop human speech communication system. A computational auditory model for temporal processing of speech is described with details of numerical solution and of the temporal information extraction method given. The model is used to process fluent speech utterances and is applied to phonetic classification using both clean and noisy speech materials. The need for integrating auditory speech processing and phonetic modeling components in machine speech recognizer design is discussed within a proposed computational framework of speech recognition motivated by the closed-loop speech chain model for integrated human speech production and perception behaviors.
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听觉语音处理的计算模型
语音的听觉处理是闭环人类语音交流系统的一个重要阶段。描述了一种用于语音时间处理的计算听觉模型,给出了该模型的数值解和时间信息提取方法。该模型用于处理流利的语音,并将其应用于清洁和嘈杂语音材料的语音分类。在基于闭环语音链模型的语音识别计算框架中,讨论了在机器语音识别器设计中集成听觉语音处理和语音建模组件的必要性,该模型用于集成人类语音产生和感知行为。
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