02966nam 22005655 450 99646616120331620200702084941.03-540-49109-010.1007/3-540-58811-6(CKB)1000000000234222(SSID)ssj0000325695(PQKBManifestationID)11225633(PQKBTitleCode)TC0000325695(PQKBWorkID)10264821(PQKB)10894897(DE-He213)978-3-540-49109-5(PPN)155214500(EXLCZ)99100000000023422220121227d1994 u| 0engurnn|008mamaatxtccrPlanning and Learning by Analogical Reasoning[electronic resource] /by Manuela M. Veloso1st ed. 1994.Berlin, Heidelberg :Springer Berlin Heidelberg :Imprint: Springer,1994.1 online resource (XIV, 190 p.) Lecture Notes in Artificial Intelligence ;886Bibliographic Level Mode of Issuance: Monograph3-540-58811-6 Overview -- The problem solver -- Generation of problem solving cases -- Case storage: Automated indexing -- Efficient case retrieval -- Analogical replay -- Empirical results -- Related work -- Conclusion.This research monograph describes the integration of analogical and case-based reasoning into general problem solving and planning as a method of speedup learning. The method, based on derivational analogy, has been fully implemented in PRODIGY/ANALOGY and proven in practice to be amenable to scaling up, both in terms of domain and problem complexity. In this work, the strategy-level learning process is cast for the first time as the automation of the complete cycle of construction, storing, retrieving, and flexibly reusing problem solving experience. The algorithms involved are presented in detail and numerous examples are given. Thus the book addresses researchers as well as practitioners.Lecture Notes in Artificial Intelligence ;886Artificial intelligenceComputersArtificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Theory of Computationhttps://scigraph.springernature.com/ontologies/product-market-codes/I16005Artificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Artificial intelligence.Computers.Artificial Intelligence.Theory of Computation.Artificial Intelligence.006.3/1Veloso Manuela Mauthttp://id.loc.gov/vocabulary/relators/aut754972BOOK996466161203316Planning and learning by analogical reasoning1519475UNISA