Informed case base maintenance: a complexity profiling approach

作者: Nirmalie Wiratunga , Susan Craw , Stewart Massie

DOI:

关键词:

摘要: Knowledge maintenance for Case-Based Reasoning systems is an important knowledge engineering task despite the availability of initial case and new cases to extend it. For classification it essential that different scenarios various classes are well represented decision boundaries defined in knowledge. A complexity-based competence metric proposed identifies redundant error-causing be deleted. The informs a tool enables engineer experiment balance conflicting objectives. Complexity-informed outperforms benchmark algorithms redundancy error reduction tasks.

参考文章(12)
Mark T. Keane, Barry Smyth, Remembering to forget: a competence-preserving case deletion policy for case-based reasoning systems international joint conference on artificial intelligence. pp. 377- 382 ,(1995)
Nirmalie Wiratunga, Susan Craw, Stewart Massie, Complexity-guided case discovery for case based reasoning national conference on artificial intelligence. pp. 216- 221 ,(2005)
Neil McDonnell, Pádraig Cunningham, A knowledge-light approach to regression using case-based reasoning Lecture Notes in Computer Science. pp. 91- 105 ,(2006) , 10.1007/11805816_9
Henry Brighton, Chris Mellish, Identifying Competence-Critical Instances for Instance-Based Learners Springer, Boston, MA. pp. 77- 94 ,(2001) , 10.1007/978-1-4757-3359-4_5
Stewart Massie, Susan Craw, Nirmalie Wiratunga, Complexity profiling for informed case-base editing Lecture Notes in Computer Science. pp. 325- 339 ,(2006) , 10.1007/11805816_25
Sarah Jane Delany, Pádraig Cunningham, An Analysis of Case-Base Editing in a Spam Filtering System Lecture Notes in Computer Science. pp. 128- 141 ,(2004) , 10.1007/978-3-540-28631-8_11
Stewart Massie, Susan Craw, Nirmalie Wiratunga, When Similar Problems Don’t Have Similar Solutions Case-Based Reasoning Research and Development. pp. 92- 106 ,(2007) , 10.1007/978-3-540-74141-1_7
RAMON LOPEZ DE MANTARAS, DAVID MCSHERRY, DEREK BRIDGE, DAVID LEAKE, BARRY SMYTH, SUSAN CRAW, BOI FALTINGS, MARY LOU MAHER, MICHAEL T COX, KENNETH FORBUS, MARK KEANE, AGNAR AAMODT, IAN WATSON, Retrieval, reuse, revision and retention in case-based reasoning Knowledge Engineering Review. ,vol. 20, pp. 215- 240 ,(2005) , 10.1017/S0269888906000646
Dennis L. Wilson, Asymptotic Properties of Nearest Neighbor Rules Using Edited Data systems man and cybernetics. ,vol. 2, pp. 408- 421 ,(1972) , 10.1109/TSMC.1972.4309137
D. Randall Wilson, Tony R. Martinez, Reduction Techniques for Instance-BasedLearning Algorithms Machine Learning. ,vol. 38, pp. 257- 286 ,(2000) , 10.1023/A:1007626913721