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
  • [1] Explaining and justifying decision support advice in intuitive terms
    Papamichail, KN
    ECAI 1998: 13TH EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 1998, : 102 - 103
  • [2] JUSTIFYING A DECISION SUPPORT SYSTEM
    LINDGREN, RK
    DATA MANAGEMENT, 1981, 19 (05): : 30 - 32
  • [3] A Decision-Theoretic Approach to Natural Language Generation
    McKinley, Nathan
    Ray, Soumya
    PROCEEDINGS OF THE 52ND ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, VOL 1, 2014, : 552 - 561
  • [4] DECISION SUPPORT SYSTEM PROTOTYPES FOR GREENHOUSE ADVICE
    HENDERSON-SELLERS, A
    ECOLOGICAL MODELLING, 1992, 64 (2-3) : 241 - 260
  • [5] A decision support system for agriculture using natural language processing (ADSS)
    Prasad, J. R.
    Prasad, R. S.
    Kulkarni, U. V.
    IMECS 2008: INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, VOLS I AND II, 2008, : 365 - +
  • [6] Earthquake management: a decision support system based on natural language processing
    E. Fersini
    E. Messina
    F. A. Pozzi
    Journal of Ambient Intelligence and Humanized Computing, 2017, 8 : 37 - 45
  • [7] Earthquake management: a decision support system based on natural language processing
    Fersini, E.
    Messina, E.
    Pozzi, F. A.
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2017, 8 (01) : 37 - 45
  • [8] TEMPORAL SEMANTICS AND NATURAL-LANGUAGE PROCESSING IN A DECISION SUPPORT SYSTEM
    DE, SJ
    PAN, SS
    WHINSTON, A
    INFORMATION SYSTEMS, 1987, 12 (01) : 29 - 47
  • [9] Explaining the Results of an Optimization-Based Decision Support System - A Machine Learning Approach
    Morin, Michael
    Thomopoulos, Rallou
    Abi-Zeid, Irene
    Leger, Maxime
    Grondin, Francois
    Pleau, Martin
    12TH INTERNATIONAL CONFERENCE APPLIED MATHEMATICAL PROGRAMMING AND MODELLING-APMOD 2016, 2017, 14
  • [10] A Language Independent Decision Support System for Diagnosis and Treatment by Using Natural Language Processing Techniques
    Gokgol, Merve Kevser
    Orhan, Zeynep
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON MEDICAL AND BIOLOGICAL ENGINEERING, CMBEBIH 2019, 2020, 73 : 721 - 728