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Titlebook: Case-Based Approximate Reasoning; Eyke Hüllermeier Book 2007 Springer Science+Business Media B.V. 2007 artificial intelligence.case-based

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書目名稱Case-Based Approximate Reasoning
編輯Eyke Hüllermeier
視頻videohttp://file.papertrans.cn/223/222308/222308.mp4
概述Major contribution to the methodical foundations of case-based reasoning.Builds bridges between the fields of CBR and approximate reaoning.First monograph of this type
叢書名稱Theory and Decision Library B
圖書封面Titlebook: Case-Based Approximate Reasoning;  Eyke Hüllermeier Book 2007 Springer Science+Business Media B.V. 2007 artificial intelligence.case-based
描述.Case-based reasoning (CBR) has received a great deal of attention in recent years and has established itself as a core methodology in the field of artificial intelligence. The key idea of CBR is to tackle new problems by referring to similar problems that have already been solved in the past. More precisely, CBR proceeds from individual experiences in the form of cases. The generalization beyond these experiences typically relies on a kind of regularity assumption demanding that ‘similar problems have similar solutions‘...Making use of different frameworks of approximate reasoning and reasoning under uncertainty, notably probabilistic and fuzzy set-based techniques, this book develops formal models of the above inference principle, which is fundamental to CBR. The case-based approximate reasoning methods thus obtained especially emphasize the heuristic nature of case-based inference and aspects of uncertainty in CBR. This way, the book contributes to a solid foundation of CBR which is grounded on formal concepts and techniques from the aforementioned fields. Besides, it establishes interesting relationships between CBR and approximate reasoning, which not only cast new light on ex
出版日期Book 2007
關(guān)鍵詞artificial intelligence; case-based reasoning; fuzzy; intelligence; knowledge engineering; knowledge-base
版次1
doihttps://doi.org/10.1007/1-4020-5695-8
isbn_softcover978-90-481-7431-7
isbn_ebook978-1-4020-5695-6
copyrightSpringer Science+Business Media B.V. 2007
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https://doi.org/10.1007/978-1-4615-0961-5a very simple, constraint-based model of this hypothesis, more sophisticated versions have been developed within different formal frameworks of approximate reasoning and reasoning under uncertainty. Let us again highlight the following properties of our approaches:
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Book 2007tificial intelligence. The key idea of CBR is to tackle new problems by referring to similar problems that have already been solved in the past. More precisely, CBR proceeds from individual experiences in the form of cases. The generalization beyond these experiences typically relies on a kind of re
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Ontology — Definition & Overviewe of fuzzy set theory in case indexing and retrieval [209, 214], the case-based learning of fuzzy concepts from fuzzy examples [295], the use of fuzzy predicates in the derivation of similarities [40], and the integration of case-based and rule-based reasoning [138]. See [45, 49] for a more general framework of analogical reasoning.
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