Case-based reasoning system and artificial neural networks: A review

被引：34

作者：

Chen, DQ ^{[1
]}

Burrell, P ^{[1
]}

机构：

[1] S Bank Univ, Knowledge Based Syst Ctr, Sch Comp Informat Syst & Math, London SE1 0AA, England

来源：

NEURAL COMPUTING & APPLICATIONS | 2001年 / 10卷 / 03期

关键词：

artificial intelligence; artificial neural networks; case-based reasoning; decision-making system; expert system; machine learning;

D O I：

10.1007/PL00009897

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this survey paper, the-state-of-art of the connectionist model (i.e. Artificial Neural Network (ANN)) based methodology for a Case-Based Reasoning (CBR) system design is discussed. Special emphasis is laid on how the ANN can advance CBR technology by building an ANN-based CBR system, or integrating itself as a component within a CBR system. Several ANN models proposed for constructing a CBR system and for solving some special issues involved in a CBR process are described. The main characteristics of each model are analysed, and the advantages and limitations of different models are compared. Also, future research directions are outlined.

引用

页码：264 / 276

页数：13

共 50 条

[1] Case-Based Reasoning System and Artificial Neural Networks: A Review
Daqing Chen
Phillip Burrell
[J]. Neural Computing & Applications, 2001, 10 : 264 - 276
[2] Comparison of case-based reasoning and artificial neural networks
Arditi, D
Tokdemir, OB
[J]. JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 1999, 13 (03) : 162 - 169
[3] APPROXIMATE CASE-BASED REASONING ON NEURAL NETWORKS
SHEN, ZL
LUI, HC
DING, LY
[J]. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 1994, 10 (01) : 75 - 98
[4] Adaptive Aluminum Extrusion Die Design Using Case-Based Reasoning and Artificial Neural Networks
Butdee, Suthep
[J]. MANUFACTURING SCIENCE AND TECHNOLOGY, PTS 1-8, 2012, 383-390 : 6747 - 6754
[5] Case-Based Reasoning (CBR) and Neural Networks for Complex Problems
Demigha, Souad
[J]. PROCEEDINGS OF THE EUROPEAN CONFERENCE ON THE IMPACT OF ARTIFICIAL INTELLIGENCE AND ROBOTICS (ECIAIR 2019), 2019, : 96 - 105
[6] Case-based reasoning and neural networks for real estate valuation
Taffese, Woubishet Zewdu
[J]. Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, 2007, : 84 - 89
[7] CASE-BASED REASONING - A REVIEW
WATSON, I
MARIR, F
[J]. KNOWLEDGE ENGINEERING REVIEW, 1994, 9 (04): : 327 - 354
[8] Combining a neural network with case-based reasoning in a diagnostic system
Reategui, EB
Campbell, JA
Leao, BF
[J]. ARTIFICIAL INTELLIGENCE IN MEDICINE, 1997, 9 (01) : 5 - 27
[9] Case-based reasoning and neural network based expert system for personalization
Im, Kwang Hyuk
Park, Sang Chan
[J]. EXPERT SYSTEMS WITH APPLICATIONS, 2007, 32 (01) : 77 - 85
[10] Case-based Reasoning Combined with Neural Networks for Credit Risk Analysis
Silva, Cesar
Vasconcelos, Germano
Barros, Hadautho
Franca, Gabriel
[J]. 2015 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2015,

← 1 2 3 4 5 →