A Probabilistic Description of Man-Machine Spoken Communication

O. Pietquin
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引用次数: 23

Abstract

Speech enabled interfaces and spoken dialog systems are mostly based on statistical speech and language processing modules. Their behavior is therefore not deterministic and hardly predictable. This makes the simulation and the optimization of such systems performances difficult, as well as the reuse of previous work to build new systems. In the aim of a partially automated optimization of such systems, this paper presents a formalism attempt for the description of man-machine spoken communication in the framework of spoken dialog systems. This formalization is partly based on a probabilistic description of the information processing occurring in each module composing a spoken dialog system but also on a stochastic user modeling. Eventually, some possible applications of this theoretic framework are proposed
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人机语音交流的概率描述
支持语音的界面和语音对话系统主要基于统计语音和语言处理模块。因此,它们的行为是不确定的,也很难预测。这使得仿真和优化这类系统的性能变得困难,同时也使得在构建新系统时重用以前的工作变得困难。为了对这类系统进行部分自动化的优化,本文提出了一种在口语对话系统框架下描述人机口语交流的形式化尝试。这种形式化部分基于构成口语对话系统的每个模块中发生的信息处理的概率描述,但也基于随机用户建模。最后,提出了该理论框架的一些可能的应用
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