By Edwina L. Rissland (auth.), Thomas R. Roth-Berghofer, Mehmet H. Göker, H. Altay Güvenir (eds.)
This ebook constitutes the refereed complaints of the eighth ecu convention on Case-Based Reasoning, ECCBR 2004, held in Fethiye, Turkey in September 2006.
The 31 revised complete papers and five revised software papers offered including 2 invited papers and a pair of abstracts of invited talks have been rigorously reviewed and chosen from a variety of submissions. All present concerns in case-based reasoning, starting from theoretical and methodological concerns to complex purposes in a variety of fields are addressed, therefore featuring a consultant image of present CBR research.
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Extra info for Advances in Case-Based Reasoning: 8th European Conference, ECCBR 2006 Fethiye, Turkey, September 4-7, 2006 Proceedings
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Proceedings of the 6th International Conference on User Modeling (1997) 67-78 21. : Conversational Case-Based Reasoning. Applied Intelligence 14 (2001) 9-32 22. : A Dynamic Approach to Reducing Dialog in On-Line Decision Guides. , Portinale, L. ): Advances in Case-Based Reasoning. LNAI, Vol. 1898. Springer-Verlag, Berlin Heidelberg New York (2000) 49-60 23. : A Similarity-Based Approach to Attribute Selection in User-Adaptive Sales Dialogues. , Watson, I. ): Case-Based Reasoning Research and Development.
40 T. Gabel and M. Riedmiller Fig. 2. Procedural View on CBR-Based Multi-Agent Reinforcement Learning ∞ ∞ 2 a) the sequence (αi )∞ i=1 fulfills αi ∈ [0, 1], i=1 αi = ∞, i=1 αi < ∞, and b) each state-action pair is visited an infinite number of times. Although our implementation of the procedure getLearningRate (cf. Algorithm 1, step 2e-ii) fulfills the first requirement, convergence to the theoretical optimum could even under fulfillment of b) not be expected, since we do use a case-based function approximator (with a finite number of instances in memory) to cover the state space.
B. ): Case-Based Reasoning: Experiences, Lessons & Future Directions. AAAI Press/MIT Press, Menlo Park, CA (1996) 125-136 33. : Explanation of Retrieval Mismatches in Recommender System Dialogues. ICCBR-03 Workshop on Mixed-Initiative Case-Based Reasoning (2003) 191-199 34. : Incremental Relaxation of Unsuccessful Queries. , Funk, P. ): Advances in Case-Based Reasoning. LNAI, Vol. 3155. Springer-Verlag, Berlin Heidelberg New York (2004) 331-345 35. : Maximally Successful Relaxations of Unsuccessful Queries.