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口语对话系统中对话管理的演变
引用本文:霍晓凯,史冬辉,石一锐,周柚,时小虎,吴春国.口语对话系统中对话管理的演变[J].吉林大学学报(信息科学版),2019,37(6):623-630.
作者姓名:霍晓凯  史冬辉  石一锐  周柚  时小虎  吴春国
作者单位:吉林大学 符号计算与知识工程教育部重点实验室, 长春130012;吉林大学 计算机科学与技术学院, 长春130012;大连市公安局 交通警察支队,辽宁 大连116022
基金项目:国家自然科学基金资助项目( 61772227) ; 吉林省科技厅基金资助项目( 20180201045GX; 20160101259JC)
摘    要:为了对人机语言交互领域的主要工作进行归纳和总结,分析了口语对话系统的各个组成模块,包括主要研究内容和关键技术; 然后,针对其核心的对话管理技术进行了综述,通过详细分析并比较几类主要对话管理实现方法,力求在分析现有算法的同时勾勒出其技术的发展与演变过程; 最后,对对话管理领域的深入研究进行了分析与展望。

关 键 词:口语对话系统  对话管理  自然语言处理  深度学习  部分可观测  马尔可夫决策过程

Evolution of Dialogue Management in Spoken Dialogue System
HUO Xiaokai,SHI Donghui,SHI Yirui,ZHOU You,SHI Xiaohu,WU Chunguo.Evolution of Dialogue Management in Spoken Dialogue System[J].Journal of Jilin University:Information Sci Ed,2019,37(6):623-630.
Authors:HUO Xiaokai  SHI Donghui  SHI Yirui  ZHOU You  SHI Xiaohu  WU Chunguo
Institution:1a. Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education; 1b. College of Computer Science and Technology,Jilin University,Changchun 130012,China; 2. Traffic Police Detachment,Dalian Public Security Bureau,Dalian 116022,China
Abstract:The spoken dialogue system has great practical value and broad commercial prospects,and has significant research significance for its implementation which involves many directions in the field of natural language processing. Dialogue management is the core technology of spoken dialogue system,and plays an important role. The evolution of dialogue management forms the main historical line of the development of spoken dialogue system. In recent years,the research in the field of spoken dialogue system,especially the research on dialogue management,has yielded fruitful results. In order to generalize and summarize the main work in this field,this article first introduces the various components of the spoken dialogue system,including the main research contents and key technologies. Then focuses on the core module of the system. The development and evolution of the technology are outlined. Finally,we have studied the further developments of dialogue management methods,and have forecasted the future develepment.
Keywords:spoken dialog system  dialog manage  nature language process  deep learning  partially observable  markov decision process
  
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