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Author:

Yan, Aijun (Yan, Aijun.) (Scholars:严爱军) | Zhang, Kuanhong (Zhang, Kuanhong.) | Yu, Yuanhang (Yu, Yuanhang.) | Wang, Pu (Wang, Pu.)

Indexed by:

EI Scopus SCIE

Abstract:

To improve the learning performance of the revision stage in case-based reasoning (CBR), an attribute difference revision method (ADR) is proposed in this paper. First, the suggested solution of the target case is obtained through the case retrieval and case reuse; then, the revision value of the suggested solution and output results of the CBR model are obtained by using the support vector regression (SVR) model, which is based on the difference between the target case and similar cases; finally, the target case and its correct solutions are stored. Experiments and applications shows that the ADR method is effective and the fitting error of the ADR-based CBR (ADRCBR) model is significantly lower than other typical regression methods, indicating that ADR can improve the learning performance of the CBR model and has the advantage of application. (C) 2017 Elsevier Ltd. All rights reserved.

Keyword:

Case-based reasoning Support vector regression Case revision Attribute difference

Author Community:

  • [ 1 ] [Yan, Aijun]Beijing Univ Technol, Sch Automat, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Zhang, Kuanhong]Beijing Univ Technol, Sch Automat, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Yu, Yuanhang]Beijing Univ Technol, Sch Automat, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Wang, Pu]Beijing Univ Technol, Sch Automat, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 5 ] [Yan, Aijun]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 6 ] [Yan, Aijun]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 7 ] [Zhang, Kuanhong]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 8 ] [Yu, Yuanhang]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 9 ] [Wang, Pu]Minist Educ, Engn Res Ctr Digital Commun, Beijing 100124, Peoples R China
  • [ 10 ] [Wang, Pu]Beijing Lab Urban Mass Transit, Beijing 100124, Peoples R China

Reprint Author's Address:

  • 严爱军

    [Yan, Aijun]Beijing Univ Technol, Sch Automat, Fac Informat Technol, Beijing 100124, Peoples R China

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Source :

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

ISSN: 0952-1976

Year: 2017

Volume: 65

Page: 212-219

8 . 0 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:165

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 16

SCOPUS Cited Count: 17

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

Affiliated Colleges:

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