Case Base Maintenance in Preference-Based CBR

作者: Amira Abdel-Aziz , Eyke Hüllermeier

DOI: 10.1007/978-3-319-24586-7_1

关键词:

摘要: In preference-based CBR (Pref-CBR), problem solving experience is represented in the form of contextualized preferences, namely, preferences between candidate solutions context a target to be solved. Since potentially large number such can collected course each episode, case base maintenance clearly becomes an issue Pref-CBR. this paper, we therefore extend our Pref-CBR framework by another component, method for dynamic maintenance. The main goal increase efficiency case-based solving, reducing size base, while maintaining performance. To illustrate effectiveness approach, present study which used repetitive traveling salesman problem.

参考文章(22)
Nirmalie Wiratunga, Susan Craw, Stewart Massie, Informed case base maintenance: a complexity profiling approach national conference on artificial intelligence. pp. 1618- 1621 ,(2007)
Maria Salamó, Elisabet Golobardes, Hybrid Deletion Policies for Case Base Maintenance the florida ai research society. pp. 150- 154 ,(2003)
Geoffrey W. Gates, The Reduced Nearest Neighbor Rule ,(1998)
Amira Abdel-Aziz, Weiwei Cheng, Marc Strickert, Eyke Hüllermeier, Preference-Based CBR: A Search-Based Problem Solving Framework international conference on case-based reasoning. pp. 1- 14 ,(2013) , 10.1007/978-3-642-39056-2_1
Pádraig Cunningham, Barry Smyth, Neil Hurley, On the use of CBR in optimisation problems such as the TSP international conference on case based reasoning. pp. 401- 410 ,(1995) , 10.1007/3-540-60598-3_36
Barry Smyth, Case-Base Maintenance industrial and engineering applications of artificial intelligence and expert systems. pp. 507- 516 ,(1998) , 10.1007/3-540-64574-8_436
Maria Salamó, Elisabet Golobardes, Rough Sets Reduction Techniques for Case-Based Reasoning international conference on case based reasoning. pp. 467- 482 ,(2001) , 10.1007/3-540-44593-5_33
Qiang Yang, Jim Zhu, Remembering to add: competence-preserving case-addition policies for case-base maintenance international joint conference on artificial intelligence. pp. 234- 239 ,(1999)
Wolfgang Wilke, Ralph Bergmann, Towards a New Formal Model of Transformational Adaptation in Case-Based Reasoning european conference on artificial intelligence. pp. 53- 57 ,(1998)
Lisa Cummins, Derek Bridge, On dataset complexity for case base maintenance international conference on case based reasoning. pp. 47- 61 ,(2011) , 10.1007/978-3-642-23291-6_6