Explaining and justifying the advice of a decision support system: a natural language generation approach

被引:27
|
作者
Papamichail, KN [1 ]
French, S [1 ]
机构
[1] Manchester Business Sch, Manchester M15 6PB, Lancs, England
关键词
decision support systems; expert systems; explanations in knowledge-based systems; intelligent systems; natural language generation;
D O I
10.1016/S0957-4174(02)00081-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes a method for generating explanations in decision analytic contexts. Unlike other approaches, we use natural language generation techniques. The novelty of the work stems from the development of a library, of text plans that structure the explanation messages conveyed. This makes our approach generic and easily adjusted to different contexts. In order to demonstrate the applicability of the method, we have developed a natural language generator that explains and justifies the advice of a decision support system for nuclear emergencies. The generator outputs two reports: a comparative report that explains the rationale behind the ranking of the alternatives and a sensitivity analysis report that gives an overall assessment of the decision model and describes the effect of varying a decision parameter. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:35 / 48
页数:14
相关论文
共 50 条
  • [21] Hybrid natural language generation in a spoken language dialog system
    Klarner, M
    Ludwig, B
    KI 2004: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2004, 3238 : 97 - 111
  • [22] A SYSTEM FOR NATURAL-LANGUAGE SENTENCE GENERATION
    LEVISON, M
    LESSARD, G
    COMPUTERS AND THE HUMANITIES, 1992, 26 (01): : 43 - 58
  • [23] The Sentence Fairy: a natural-language generation system to support children's essay writing
    Harbusch, Karin
    Itsova, Gergana
    Koch, Ulrich
    Kuehner, Christine
    COMPUTER ASSISTED LANGUAGE LEARNING, 2008, 21 (04) : 339 - 352
  • [24] An argument-based decision support system for assessing natural language usage on the basis of the Web Corpus
    Ivan Chesnevar, Carlos
    Sabate-Carrove, Mariona
    Maguitman, Ana Gabriela
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2006, 21 (11) : 1151 - 1180
  • [25] Natural Language Processing in a Clinical Decision Support System for the Identification of Venous Thromboembolism: Algorithm Development and Validation
    Jin, Zhi-Geng
    Zhang, Hui
    Tai, Mei-Hui
    Yang, Ying
    Yao, Yuan
    Guo, Yu-Tao
    JOURNAL OF MEDICAL INTERNET RESEARCH, 2023, 25
  • [26] Generative Design Ideation: A Natural Language Generation Approach
    Zhu, Qihao
    Luo, Jianxi
    DESIGN COMPUTING AND COGNITION'22, 2023, : 39 - 50
  • [27] The division of labor between human and computer in the presence of decision support system advice
    Jones, DR
    Brown, D
    DECISION SUPPORT SYSTEMS, 2002, 33 (04) : 375 - 388
  • [28] HR Decision-Making Support Based on Natural Language Processing
    Ivaschenko, Anton
    Milutkin, Michael
    CREATIVITY IN INTELLIGENT TECHNOLOGIES AND DATA SCIENCE, PT 1, 2019, 1083 : 152 - 161
  • [29] Layer model approach for decision support system
    Chen, XH
    Cao, Y
    Takahara, Y
    '99 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING, PROCEEDINGS, VOLS 1 AND 2, 1999, : 30 - 35
  • [30] What can natural language processing do for clinical decision support?
    Demner-Fushman, Dina
    Chapman, Wendy W.
    McDonald, Clement J.
    JOURNAL OF BIOMEDICAL INFORMATICS, 2009, 42 (05) : 760 - 772