Verbal ordinal classification with multicriteria decision aiding

被引:3
|
作者
Yevseyeva, Iryna
Miettinen, Kaisa
Raesaenen, Pekka
机构
[1] Univ Jyvaskyla, Dept Math Informat Technol, SF-40014 Jyvaskyla, Finland
[2] Helsinki Sch Econ, FI-00101 Helsinki, Finland
[3] Univ Jyvaskyla, Niilo Maki Inst, FI-40014 Jyvaskyla, Finland
基金
芬兰科学院;
关键词
multiple criteria analysis; decision support systems; verbal decision analysis; dichotomic classification; neuropsychological diagnostics;
D O I
10.1016/j.ejor.2006.03.058
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Professionals in neuropsychology usually perform diagnoses of patients' behaviour in a verbal rather than in a numerical form. This fact generates interest in decision support systems that process verbal data. It also motivates us to develop methods for the classification of such data. In this paper, we describe ways of aiding classification of a discrete set of objects, evaluated on set of criteria that may have verbal estimations, into ordered decision classes. In some situations, there is no explicit additional information available, while in others it is possible to order the criteria lexicographically. We consider both of these cases. The proposed Dichotomic Classification (DC) method is based on the principles of Verbal Decision Analysis (VDA). Verbal Decision Analysis methods are especially helpful when verbal data, in criteria values, are to be handled. When compared to the previously developed Verbal Decision Analysis classification methods, Dichotomic Classification method performs better on the same data sets and is able to cope with larger sizes of the object sets to be classified. We present an interactive classification procedure, estimate the effectiveness and computational complexity of the new method and compare it to one of the previously developed Verbal Decision Analysis methods. The developed and studied methods are implemented in the framework of a decision support system, and the results of testing on artificial sets of data are reported. (C) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:964 / 983
页数:20
相关论文
共 50 条
  • [1] Multicriteria methodology for decision aiding.
    Stewart, TJ
    [J]. JOURNAL OF BEHAVIORAL DECISION MAKING, 1998, 11 (02) : 159 - 160
  • [2] A statistical Multicriteria Decision Aiding Technique
    Kunsch, P. L.
    [J]. COMPUTATIONAL INTELLIGENCE IN DECISION AND CONTROL, 2008, 1 : 629 - 634
  • [3] Multicriteria methodology for decision aiding - Roy,B
    French, S
    [J]. JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1997, 48 (12) : 1257 - 1258
  • [4] Method CICL for ordinal classification of multicriteria alternatives
    Larichev, OI
    Asanov, AA
    [J]. DOKLADY MATHEMATICS, 2000, 62 (03) : 444 - 448
  • [5] Questions guiding the choice of a multicriteria decision aiding method
    Roy, Bernard
    Slowinski, Roman
    [J]. EURO JOURNAL ON DECISION PROCESSES, 2013, 1 (1-2) : 69 - 97
  • [6] INTERACTIVE MULTICRITERIA DECISION AIDING UNDER RISK - METHODS AND APPLICATIONS
    Nowak, Maciej
    [J]. JOURNAL OF BUSINESS ECONOMICS AND MANAGEMENT, 2011, 12 (01) : 69 - 91
  • [7] A Robust Sustainability Assessment for SMEs Based on Multicriteria Decision Aiding
    Barro, Diana
    Corazza, Marco
    Filograsso, Gianni
    [J]. MATHEMATICAL AND STATISTICAL METHODS FOR ACTUARIAL SCIENCES AND FINANCE, MAF2024, 2024, : 43 - 48
  • [8] Ordinal classification with decision rules
    Dembczynski, Krzysztof
    Kotlowski, Wojciech
    Slowinski, Roman
    [J]. MINING COMPLEX DATA, 2008, 4944 : 169 - 181
  • [9] MULTICRITERIA VERBAL ANALYSIS FOR THE DECISION OF CONSTRUCTION PROBLEMS
    Ustinovichius, Leonas
    Barvidas, Arunas
    Vishnevskaja, Andzelika
    Ashikhmin, Ilya V.
    [J]. TECHNOLOGICAL AND ECONOMIC DEVELOPMENT OF ECONOMY, 2009, 15 (02) : 326 - 340
  • [10] Multicriteria Decision Aiding for Planning Renewable Power Production at Moroccan Airports
    Menou, Abdellah
    Lahdelma, Risto
    Salminen, Pekka
    [J]. ENERGIES, 2022, 15 (14)