A multicriteria classification approach based on pairwise comparisons

被引:99
作者
Doumpos, M [1 ]
Zopounidis, C [1 ]
机构
[1] Tech Univ Crete, Financial Engn Lab, Dept Prod Engn & Management, Khania 73100, Greece
关键词
multicriteria analysis; classification; preference relation; linear programming;
D O I
10.1016/j.ejor.2003.06.011
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Classification refers to the assignment of a set of alternatives into predefined homogenous classes. Most of the existing classification methodologies are based on absolute comparisons among the alternatives and some reference profiles (cut-off points) that discriminate the classes. This paper proposes a new approach that involves pairwise comparisons based on the multicriteria decision aid (MCDA) paradigm. The basis of the methodology is a preference relation that is used to perform pairwise comparisons among the alternatives. The criteria weights used to construct the preference relation are specified using a reference set of alternatives (training sample) on the basis of linear programming techniques. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:378 / 389
页数:12
相关论文
共 29 条
[1]  
Altman E.I., 1981, Application of Classification Techniques in Business, Banking, and Finance
[2]  
[Anonymous], INVESTIGACAO OPERACI
[3]  
[Anonymous], 2002, HDB DATA MINING KNOW
[4]  
[Anonymous], 2002, Multicriteria Decision Aid Classification Methods
[5]   A PREFERENCE RANKING ORGANIZATION METHOD - (THE PROMETHEE METHOD FOR MULTIPLE CRITERIA DECISION-MAKING) [J].
BRANS, JP ;
VINCKE, PH .
MANAGEMENT SCIENCE, 1985, 31 (06) :647-656
[6]   An aggregation/disaggregation approach to obtain robust conclusions with ELECTRE TRI [J].
Dias, L ;
Mousseau, V ;
Figueira, J ;
Clímaco, J .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2002, 138 (02) :332-348
[7]   Multigroup discriminant analysis using linear programming [J].
Gochet, W ;
Stam, A ;
Srinivasan, V ;
Chen, SX .
OPERATIONS RESEARCH, 1997, 45 (02) :213-225
[8]  
Hart, 2006, PATTERN CLASSIFICATI
[9]   Preference disaggregation:: 20 years of MCDA experience [J].
Jacquet-Lagrèze, E ;
Siskos, Y .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2001, 130 (02) :233-245
[10]   ASSESSING A SET OF ADDITIVE UTILITY-FUNCTIONS FOR MULTICRITERIA DECISION-MAKING, THE UTA METHOD [J].
JACQUETLAGREZE, E ;
SISKOS, J .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1982, 10 (02) :151-164