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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:

EI Scopus SCIE

Abstract:

In alternative generation, reusing past experience is a potential methodology and case retrieval is a primary step. In order to improve the performance of case retrieval process, many applications have used different similarity measurements and the selection method for the most suitable historical case to solve problems. Many investigations have shown that human beings are usually bounded rational and their psychological behavior has certain influence on decision making However, such behavior is neglected in similarity measurements and the selection method can only deal with the evaluation given by one decision maker (DM). This paper proposes a new case retrieval method that combines similarity measurement and data envelopment analysis (DEA) model. A similarity measurement based on cumulative prospect theory is proposed to consider the DM's psychological behavior. A hybridization of four similarity measurements is used to generate a set of similar historical cases. The DM evaluates the similar historical case set by a pairwise comparison matrix. A DEA model is constructed to get the priority vector. The most suitable historical case can then be picked out through the case similarity and the case priority. A case study is finally introduced to illustrate the use of the proposed method.

Keyword:

Case-based reasoning DEA model multiple criteria decision analysis prospect theory similarity measurement

Community:

  • [ 1 ] [Zheng, Jing]Fujian Jiangxia Univ, Coll Elect & Informat Sci, Fuzhou 350108, Fujian, Peoples R China
  • [ 2 ] [Zheng, Jing]Fuzhou Univ, Decis Sci Inst, Fuzhou 350116, Fujian, Peoples R China
  • [ 3 ] [Wang, Ying-Ming]Fuzhou Univ, Decis Sci Inst, Fuzhou 350116, Fujian, Peoples R China
  • [ 4 ] [Zhang, Kai]Fujian Chuanzheng Commun Coll, Dept Informat Engn, Fuzhou 350007, Fujian, Peoples R China

Reprint 's Address:

  • 郑晶

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

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Source :

INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS

ISSN: 1875-6891

Year: 2018

Issue: 1

Volume: 11

Page: 1123-1141

2 . 1 5 3

JCR@2018

2 . 5 0 0

JCR@2023

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:174

JCR Journal Grade:3

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 9

SCOPUS Cited Count: 10

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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