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Distributed Listening in Automatic Speech Recognition.

机译:自动语音识别中的分布式听力。

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摘要

While speech recognition systems have come a long way in the last forty years, there is still room for improvement. Although readily available, these systems are sometimes inaccurate and insufficient. The research presented here outlines a technique called Distributed Listening which demonstrates noticeable improvements to existing speech recognition methods. The Distributed Listening architecture introduces the idea of multiple, parallel, yet physically separate automatic speech recognizers called listeners. Distributed Listening also uses a piece of middleware, called an interpreter, which resolves multiple interpretations using a phrase resolution algorithm. The subsequent experiments of the research show that these efforts work together to increase the accuracy of the transcription of spoken utterances and Distributed Listening at worst, is as good as the best individual listener.
机译:尽管语音识别系统在过去的40年中已经取得了长足的进步,但仍有改进的空间。这些系统虽然容易获得,但有时还是不准确和不足。本文介绍的研究概述了一种称为“分布式听力”的技术,该技术证明了对现有语音识别方法的显着改进。分布式侦听体系结构引入了多个,并行但物理上分离的自动语音识别器(称为侦听器)的概念。分布式听力还使用了一种称为解释器的中间件,该中间件使用短语解析算法来解析多种解释。后续的研究实验表明,这些工作可以共同提高口语发音的准确性,而在最差的情况下,分布式听力的表现则与最佳个体听众一样好。

著录项

  • 作者

    McMillian, Yolanda.;

  • 作者单位

    Auburn University.;

  • 授予单位 Auburn University.;
  • 学科 Computer Science.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 140 p.
  • 总页数 140
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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