Analysis of heuristic validity, efficiency and applicability of the profile distance method for implementation in decision support systems

被引:6
作者
Bernroider, Edward [2 ]
Obwegeser, Nikolaus [1 ]
Stix, Volker [1 ]
机构
[1] WU Vienna Univ Econ & Business, Inst Informat Business, A-1090 Vienna, Austria
[2] WU Vienna Univ Econ & Business, Inst Management Informat Syst, A-1090 Vienna, Austria
关键词
Profile distance method; Decision support systems; Multi-criteria decision making; Heuristics; Usability; DATA ENVELOPMENT ANALYSIS; INFORMATION; RANKING; UNITS; DEA;
D O I
10.1016/j.cor.2010.09.017
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This article seeks to enhance acceptance of the profile distance method (PDM) in decision support systems. The PDM is a multiple attributive-based decision making as well as a multiple method approach to support complex decision making and uses a heuristic to avoid computationally complex global optimization. We elaborate on the usability of the method and question the heuristic used. We present a bi-section algorithm, which efficiently supports the discovery of transition profiles needed in a user-friendly and practical application of the method. Additionally, we provide empirical evidence showing that the proposed heuristic is efficient and delivers results within 5% of the global optimizer for a wide range of datasets. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:816 / 823
页数:8
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