A novel summarization technique for the support of resolving multi-criteria decision making problems

被引:18
|
作者
Huang, Tony Cheng-Kui [1 ]
Chen, Yen-Liang [2 ]
Chang, Ting-Hao [2 ]
机构
[1] Natl Chung Cheng Univ, Dept Business Adm, Chiayi 621, Taiwan
[2] Natl Cent Univ, Dept Informat Management, Chungli 32054, Taiwan
关键词
Multi-criteria decision making; Decision table; Summarization; Genetic algorithm; HIERARCHY PROCESS; FUZZY TOPSIS; ERP SYSTEM; MODEL; PROMETHEE; METHODOLOGY; SELECTION;
D O I
10.1016/j.dss.2015.08.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In real-life circumstances, managers often have to face various decision-making problems. Among them, the topic of multi-criteria decision making (MCDM) is one of the most important and complicated problems in the decision-making field. In general, the element of MCDM can consist of three parts: input output, and the solution approach. The input is expressed as m alternatives with n criteria. It usually assumes that the underlying input data can be represented in a decision table. Correspondingly, the output is an optimal outcome, or a set of outcomes, resolved by different kinds of solution approaches. In this study, we propose a summarization technique to display the decision table as a new summarization table; allowing managers to make decisions more quickly. The proposed technique is to optimize a summarization result so that the degree of information lost is minimum. Since seeking for a minimum result is an NP-hard problem, we applied a genetic algorithm to improve the summarization result. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:109 / 124
页数:16
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