Research of Case Adaptation Method Based on AIA

Abstract:

It is always being a bottleneck to adaptive cases in CBR, how to solve this problem has vexed researchers for a long time. In this paper, Formula for fusing similar cases is used at first, then artificial immune algorithm (AIA) is applied for optimizing the solution. In the end of the paper, in order to compare the superiority of AIA with genetic algorithm (GA) in the process of case adaptation, the model based on AIA is simulated by MATLAB, and the simulation proves that AIA is more suitable for adapting case.

• Periodical: Applied Mechanics and Materials (Volumes 427-429)
• Pages: 1756-1760
• DOI: https://doi.org/10.4028/www.scientific.net/AMM.427-429.1756
• Online since: September 2013
• Authors: Yi Liu*, Qu Li Ma, Jian Chong Zhu
• Keywords: Artificial Immune Algorithm (AIA), Case Adaptation, Case-Based Reasoning (CBR)

References

[1] S. Passone ; P.W.H. Chung and V. Nassehi, 2006, Incorporating domain-specific knowledge into a genetic algorithm to implement case-based reasoning adaptation, Knowledge-Based Systems, 19(3): 192-201.

DOI: 10.1016/j.knosys.2005.07.007

[2] DUAN Jun; DAI Jufeng, Research of Case Adaptation Method, 2006, Computer Engineering, 32(6): 1-3, in chinese.

[3] Claudio A. Policastro . Andre C.P.L.F. Carvalho. Alexandre C.R. Delbem, 2008, A hybrid case adaptation approach for case-based reasoning, Applied Intelligence, 28(2), 101-119.

DOI: 10.1007/s10489-007-0044-4

[4] David Leake ; Joseph Kendall-Morwick, 2009, Four Heads Are Better than One: Combining Suggestions for Case Adaptation, Lecture Notes in Computer Science, 5650(1): 165-179.

DOI: 10.1007/978-3-642-02998-1_13

[5] Mahdi Mobinia ; Zahra Mobinib ; Masoud Rabbania, 2011, An Artificial Immune Algorithm for the project scheduling problem under resource constraints, Applied Soft Computing Journal, 11(2): 1975-(1982).

DOI: 10.1016/j.asoc.2010.06.013

[6] Reda Younsi ; Wenjia Wang, 2004, A New Artificial Immune System Algorithm for Clustering, Lecture Notes in Computer Science, 3177(1): 58-64.

[7] Claudio A. Policastro . Andre C.P.L.F. Carvalho. Alexandre C.R. Delbem, 2008, A hybrid case adaptation approach for case-based reasoning, Applied Intelligence, 28(2), 101-119.

DOI: 10.1007/s10489-007-0044-4

[8] David Leake ; Joseph Kendall-Morwick, 2009, Four Heads Are Better than One: Combining Suggestions for Case Adaptation, Lecture Notes in Computer Science, 5650(1): 165-179.

DOI: 10.1007/978-3-642-02998-1_13

[9] S. Molla-Alizadeh-Zavardehia ; M. Hajiaghaei-Keshtelia; R. Tavakkoli-Moghaddamb, 2011, Solving a capacitated fixed-charge transportation problem by artificial immune and genetic algorithms with a Prüfer number representation, Expert Systems with Applications, 38(8): 10462-10474.

DOI: 10.1016/j.eswa.2011.02.093