04627nam 22007455 450 99646576130331620200630063744.03-642-31951-310.1007/978-3-642-31951-8(CKB)3400000000085755(SSID)ssj0000745994(PQKBManifestationID)11399112(PQKBTitleCode)TC0000745994(PQKBWorkID)10860437(PQKB)10324126(DE-He213)978-3-642-31951-8(MiAaPQ)EBC3070055(PPN)168320665(EXLCZ)99340000000008575520120720d2012 u| 0engurnn|008mamaatxtccrInductive Logic Programming[electronic resource] 21st International Conference, ILP 2011, Windsor Great Park, UK, July 31 -- August 3, 2011, Revised Selected Papers /edited by Stephen Muggleton, Alireza Tamaddoni-Nezhad, Francesca A. Lisi1st ed. 2012.Berlin, Heidelberg :Springer Berlin Heidelberg :Imprint: Springer,2012.1 online resource (XI, 406 p. 130 illus.) Lecture Notes in Artificial Intelligence ;7207Bibliographic Level Mode of Issuance: Monograph3-642-31950-5 Includes bibliographical references and index.Inference and Learning -- Beyond Reward: The Problem of Knowledge and Data -- Exploiting Constraints -- Online Bayesian Inference for the Parameters of PRISM Programs -- Learning Compact Markov Logic Networks with Decision Trees -- Relational Networks of Conditional Preferences -- k-Optimal: A Novel Approximate Inference Algorithm for ProbLog -- Learning Directed Relational Models with Recursive Dependencies -- Integrating Model Checking and Inductive Logic Programming -- Inductive Logic Programming in Answer Set Programming -- Graph-Based Relational Learning with a Polynomial Time Projection Algorithm -- Interleaved Inductive-Abductive Reasoning for Learning Complex Event Models -- Conceptual Clustering of Multi-Relational Data -- Expressive Power of Safe First-Order Logical Decision Trees -- Relational Learning for Spatial Relation Extraction from Natural.This book constitutes the thoroughly refereed post-proceedings of the 21st International Conference on Inductive Logic Programming, ILP 2011, held in Windsor Great Park, UK, in July/August 2011. The 24 revised full papers were carefully reviewed and selected from 66 submissions. Also included are five extended abstracts and three invited talks. The papers represent the diversity and vitality in present ILP research including ILP theory, implementations, probabilistic ILP, biological applications, sub-group discovery, grammatical inference, relational kernels, learning of Petri nets, spatial learning, graph-based learning, and learning of action models.Lecture Notes in Artificial Intelligence ;7207Artificial intelligenceMathematical logicComputer programmingComputer logicComputersArtificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Mathematical Logic and Formal Languageshttps://scigraph.springernature.com/ontologies/product-market-codes/I16048Programming Techniqueshttps://scigraph.springernature.com/ontologies/product-market-codes/I14010Logics and Meanings of Programshttps://scigraph.springernature.com/ontologies/product-market-codes/I1603XComputation by Abstract Deviceshttps://scigraph.springernature.com/ontologies/product-market-codes/I16013Artificial intelligence.Mathematical logic.Computer programming.Computer logic.Computers.Artificial Intelligence.Mathematical Logic and Formal Languages.Programming Techniques.Logics and Meanings of Programs.Computation by Abstract Devices.005.1/15Muggleton Stephenedthttp://id.loc.gov/vocabulary/relators/edtTamaddoni-Nezhad Alirezaedthttp://id.loc.gov/vocabulary/relators/edtLisi Francesca Aedthttp://id.loc.gov/vocabulary/relators/edtILP (Conference)BOOK996465761303316Inductive Logic Programming772244UNISA