Download Advances in Artificial Intelligence: International Joint by Sholom M. Weiss, Nitin Indurkhya (auth.), Maria Carolina PDF

By Sholom M. Weiss, Nitin Indurkhya (auth.), Maria Carolina Monard, Jaime Simão Sichman (eds.)

This yr, Brazil celebrates its 500 years of discovery. To mark this nice occasion, the Brazilian Arti cial Intelligence (AI) neighborhood equipped a different int- nationwide joint convention placing jointly SBIA 2000 (the Brazilian AI Sym- sium) and IBERAMIA 2000 (the Ibero-American AI Conference). SBIA 2000 is the fifteenth convention of the SBIA convention sequence, that is the top convention in Brazil for presentation of study and purposes in Arti cial Intelligence. considering 1995, SBIA has turn into a global convention, with papers written in English, a global application committee, and p- ceedings released in Springer-Verlag’s Lecture Notes in Arti cial Intelligence (LNAI) sequence. IBERAMIA 2000 is the seventh convention of the IBERAMIA convention sequence, which has been probably the most appropriate boards for ibero-american AI rese- chers (from South and imperative the US, Mexico, Spain, and Portugal) to offer their effects. Following the SBIA and EPIA (Portuguese convention on AI) ex- riences, from IBERAMIA’98 on, it has additionally turn into a world convention, with lawsuits released in Springer-Verlag’s LNAI series.

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However, there is a situation where no case can be abstracted, and it is impossible to release memory just by abstraction process. Therefore, when this situation happens, the forgetfulness algorithm must delete cases from the case memory. However, this deletion must be analyzed and controlled by a case-deletion policy. 1 The Coverage of Cases To determine the coverage of a case, it is necessary to define the retrieval and adaptation phases. A case solves a problem just if it is selected and retrieved by the similarity metric and if it is adapted to solve all features of the new problem.

Tonidandel and M. Rillo However, Zhu and Yang [11] showed that Smyth and Keane’s case-deletion policy does not guarantee the coverage-preserving property. In addition, they proposed another kind of policy based on case-addition that guarantees a lower bound for the coverage resulted by their algorithm with respect to the optimal coverage. However, both deletion and addition-based approaches can reach another barrier besides the swapping problem: the memory size. While they handle cases to keep the coverage as high as possible, they also consider a quantity of the case memory as much as necessary to store cases and to execute their methods.

Artificial Intelligence, 87. Elsevier Science. (1996). 5. : Case-Based Reasoning. Morgan Kaufmann. (1993). 6. : Qualitative Results Concerning the Utility of Explanation-based Learning. Artificial Intelligence, 42 (1990) 363-391. 7. Munõz-Avila, H. : Planning for Manufacturing Workpieces by Storing, Indexing and Replaying Planning Decisions. In: Proceedings of AIPS-96. AAAI Press. (1996) 8. Smyth, B. : Remember to Forget: A Competence-preserving Case-deletion Policy for Case-based Reasoning Systems.

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