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author:

Zheng, Jing (Zheng, Jing.) [1] | Wang, Ying-ming (Wang, Ying-ming.) [2] (Scholars:王应明) | Zhang, Kai (Zhang, Kai.) [3]

Indexed by:

SSCI EI Scopus SCIE

Abstract:

Heterogeneous multi-attribute case-based decision making (HMCBDM) is a type of complex and important problem encountered in many decision applications, and such problems involve real numbers, interval numbers, triangular fuzzy numbers, linguistic variables, and intuitionistic fuzzy numbers. However, heterogeneous multi-attributes are not fully considered in case-based decision making. Moreover, in the decision making process, the psychological behavior of the decision maker must be considered. To this end, this paper proposes a novel method for HMCBDM problems based on the TODIM (an acronym in Portuguese for interactive and multi-criteria decision making) method. First, the problem similarity and solution similarity are formulated. Next, a similar case set is constructed according to the problem and solution similarities. Further, the utility of the result of the historical solution is calculated. In addition, a ranking method based on TODIM is proposed, in which the problem similarity, solution similarity, and utility of the result of the historical solution are considered, and subsequently, the suitable solution(s) is obtained. Finally, a case study considering a gas explosion and pertaining to decision making in emergency situations is described to illustrate the use of the proposed method.

Keyword:

Case-based decision theory Case similarity Heterogeneous multi-attribute case-based decision making Solution similarity TODIM

Community:

  • [ 1 ] [Zheng, Jing]Fujian Jiangxia Univ, Coll Elect & Informat Sci, Fuzhou 350108, Peoples R China
  • [ 2 ] [Zheng, Jing]Fuzhou Univ, Inst Decis Sci, Fuzhou 350116, Peoples R China
  • [ 3 ] [Wang, Ying-ming]Fuzhou Univ, Inst Decis Sci, Fuzhou 350116, Peoples R China
  • [ 4 ] [Wang, Ying-ming]Fuzhou Univ, Key Lab Spatial Data Min & Informat Sharing, Minist Educ, Fuzhou, Peoples R China
  • [ 5 ] [Zhang, Kai]Fujian Chuanzheng Commun Coll, Dept Informat Engn, Fuzhou 350007, Peoples R China

Reprint 's Address:

  • 郑晶

    [Zheng, Jing]Fujian Jiangxia Univ, Coll Elect & Informat Sci, Fuzhou 350108, Peoples R China;;[Zheng, Jing]Fuzhou Univ, Inst Decis Sci, Fuzhou 350116, Peoples R China

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Source :

SOFT COMPUTING

ISSN: 1432-7643

Year: 2020

Issue: 10

Volume: 24

Page: 7081-7091

3 . 6 4 3

JCR@2020

3 . 1 0 0

JCR@2023

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:149

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 14

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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