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首页> 外文期刊>American journal of applied sciences >Statistical Parametric Evaluation on New Corpus Design for Malay Speech Articulation Disorder Early Diagnosis
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Statistical Parametric Evaluation on New Corpus Design for Malay Speech Articulation Disorder Early Diagnosis

机译:马来语语音清晰度障碍早期诊断新语料库设计的统计参数评估

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摘要

Speech-to-Text or always been known as speech recognition plays an important role nowadays especially in medical area specifically in speech impairment. In this study, a Malay language speech-to-Text system was been designed by using Hidden Markov Model (HMM) as a statistical engine with emphasizing the way of Malay speech corpus design specifically for Malay articulation speech disorder. This study also describes and tests the correct number of state to analyze the changes in the performance of current Malay speech recognition in term of recognition accuracy. Statistical parametric representation method was utilized in this study and the Malay corpus database was constructed to be balanced with all the phonetic placed and manner of articulation sample appeared in Malay speech articulation therapy. The results were achieved by conducting few experiments by collecting sample from 80 patient speakers (child and adult) and contain for almost 30,720 sample training data.
机译:语音到文本或一直被称为语音识别在当今尤其是在医疗领域,特别是在语音障碍中起着重要的作用。在这项研究中,通过使用隐马尔可夫模型(HMM)作为统计引擎,设计了马来语语音转文本系统,着重强调了专门用于马来发音性语音障碍的马来语语料库设计方式。这项研究还描述并测试了正确的状态数,以根据识别准确性来分析当前马来语语音识别性能的变化。本研究采用统计参数表示法,并建立了马来语料库数据库,以与马来语语音发音治疗中所有语音位置和发音方式的出现保持平衡。通过从80位演讲者(儿童和成人)中收集样本进行了很少的实验,并获得了将近30,720个样本训练数据,从而获得了这些结果。

著录项

  • 来源
    《American journal of applied sciences》 |2015年第7期|452-462|共11页
  • 作者单位

    Medical Implant Technology Group (MediTEG), Cardiovascular Engineering Center, Material Manufacturing Research Alliance (MMRA), Faculty of Biosciences and Medical Engineering, Universiti Teknologi Malaysia, Malaysia;

    Medical Implant Technology Group (MediTEG), Cardiovascular Engineering Center, Material Manufacturing Research Alliance (MMRA), Faculty of Biosciences and Medical Engineering, Universiti Teknologi Malaysia, Malaysia;

    Medical Implant Technology Group (MediTEG), Cardiovascular Engineering Center, Material Manufacturing Research Alliance (MMRA), Faculty of Biosciences and Medical Engineering, Universiti Teknologi Malaysia, Malaysia;

    Medical Implant Technology Group (MediTEG), Cardiovascular Engineering Center, Material Manufacturing Research Alliance (MMRA), Faculty of Biosciences and Medical Engineering, Universiti Teknologi Malaysia, Malaysia;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Speech-to-Text; Hidden Markov Model; Feature Extraction; Malay Corpus;

    机译:语音转文字;隐马尔可夫模型;特征提取;马来语语料库;

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