Structured cases in case-based reasoning - re-using and adapting cases for time-tabling problems

被引:40
作者
Burke, EK [1 ]
MacCarthy, B
Petrovic, S
Qu, R
机构
[1] Univ Nottingham, Sch Comp Sci & Informat Technol, Nottingham NG8 1BB, England
[2] Univ Nottingham, Div Mfg Engn & Operat Management, Nottingham NG7 2RD, England
关键词
case-based reasoning; time-tabling problems; attribute graphs;
D O I
10.1016/S0950-7051(00)00057-5
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 paper, we present a case-based reasoning (CBR) approach solving educational time-tabling problems. Following the basic idea behind CBR, the solutions of previously solved problems are employed to aid finding the solutions for new problems. A list of feature-value pairs is insufficient to represent all the necessary information. We show that attribute graphs can represent more information and thus can help to retrieve re-usable cases that have similar structures to the new problems. The case base is organised as a decision tree to store the attribute graphs of solved problems hierarchically. An example is given to illustrate the retrieval, re-use and adaptation of structured cases. The results from our experiments show the effectiveness of the retrieval and adaptation in the proposed method. (C) 2000 Elsevier Science B.V All rights reserved.
引用
收藏
页码:159 / 165
页数:7
相关论文
共 37 条
[1]  
ANDERSON P, 1994, NEW STATESMAN SOC, V7, P8
[2]  
[Anonymous], LECT NOTES COMPUTER
[3]  
[Anonymous], 1979, Computers and Intractablity: A Guide to the Theoryof NP-Completeness
[4]  
BEZIRGAN A, 1993, SCHEDULING PRODUCTIO, P48
[5]  
Borner K, 1996, LECT NOTES ARTIF INT, V1168, P58, DOI 10.1007/BFb0020602
[6]  
BORNER K, 1993, TOPICS CASE BASED RE, P197
[7]  
Boufflet JP, 1996, LECT NOTES COMPUTER, V1153, P327
[8]  
BURKE E, 1997, LECT NOTES COMPUTER, V1408
[9]  
Burke E. K., 1994, Journal of Research on Computing in Education, V27, P1
[10]   Initialization Strategies and Diversity in Evolutionary Timetabling [J].
Burke, Edmund K. ;
Newall, James P. ;
Weare, Rupert F. .
EVOLUTIONARY COMPUTATION, 1998, 6 (01) :81-103