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Titlebook: Changes of Problem Representation; Theory and Experimen Eugene Fink Book 2002 Springer-Verlag Berlin Heidelberg 2002 Extension.Performance.

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書目名稱Changes of Problem Representation
副標(biāo)題Theory and Experimen
編輯Eugene Fink
視頻videohttp://file.papertrans.cn/224/223757/223757.mp4
叢書名稱Studies in Fuzziness and Soft Computing
圖書封面Titlebook: Changes of Problem Representation; Theory and Experimen Eugene Fink Book 2002 Springer-Verlag Berlin Heidelberg 2002 Extension.Performance.
描述The purpose of our research is to enhance the efficiency of AI problem solvers by automating representation changes. We have developed a system that improves the description of input problems and selects an appropriate search algorithm for each given problem. Motivation. Researchers have accumulated much evidence on the impor- tance of appropriate representations for the efficiency of AI systems. The same problem may be easy or difficult, depending on the way we describe it and on the search algorithm we use. Previous work on the automatic im- provement of problem descriptions has mostly been limited to the design of individual learning algorithms. The user has traditionally been responsible for the choice of algorithms appropriate for a given problem. We present a system that integrates multiple description-changing and problem-solving algorithms. The purpose of the reported work is to formalize the concept of representation and to confirm the following hypothesis: An effective representation-changing system can be built from three parts: ? a library of problem-solving algorithms; ? a library of algorithms that improve problem descriptions; ? a control module that selects algorith
出版日期Book 2002
關(guān)鍵詞Extension; Performance; STRIPS; algorithm; algorithms; artificial intelligence; artificial intelligence sy
版次1
doihttps://doi.org/10.1007/978-3-7908-1774-4
isbn_softcover978-3-7908-2518-3
isbn_ebook978-3-7908-1774-4Series ISSN 1434-9922 Series E-ISSN 1860-0808
issn_series 1434-9922
copyrightSpringer-Verlag Berlin Heidelberg 2002
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978-3-7908-2518-3Springer-Verlag Berlin Heidelberg 2002
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Astrophysics and Space Science Libraryon (Section 7.1), derive a solution to this problem (Sections 7.2 and 7.3), use it in choosing a representation (Sections 7.4), and give empirical results that confirm the effectiveness of the selection algorithm (Sections 7.5 and 7.6).
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Coulomb Collisions in Astrophysical Plasma,en problem, we can utilize it to make a more accurate selection. We describe the use of problem-specific gain functions (Section 8.1), estimated problem complexity (Section 8.2), and similarity among problems (Section 8.3).
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