Inductive Logic Programming, Saso Dzeroski; Peter A. Flach

Автор: James Cussens; Alessandra Russo
Название: Inductive Logic Programming
ISBN: 3319633414 ISBN-13(EAN): 9783319633411
Издательство: Springer
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Описание: This book constitutes the thoroughly refereed post-conference proceedings of the 26th International Conference on Inductive Logic Programming, ILP 2016, held in London, UK, in September 2016. The 10 full papers presented were carefully reviewed and selected from 29 submissions.

Автор: Luc De Raedt; Paolo Frasconi; Kristian Kersting; S
Название: Probabilistic Inductive Logic Programming
ISBN: 3540786511 ISBN-13(EAN): 9783540786511
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Описание: One of the key open questions within arti?cial intelligence is how to combine probability and logic with learning. This question is getting an increased - tentioninseveraldisciplinessuchasknowledgerepresentation, reasoningabout uncertainty, data mining, and machine learning simulateously, resulting in the newlyemergingsub?eldknownasstatisticalrelationallearningandprobabil- ticinductivelogicprogramming.Amajordriving forceisthe explosivegrowth in the amount of heterogeneous data that is being collected in the business and scienti?c world. Example domains include bioinformatics, chemoinform- ics, transportation systems, communication networks, social network analysis, linkanalysis, robotics, amongothers.Thestructuresencounteredcanbeass- pleassequencesandtrees(suchasthosearisinginproteinsecondarystructure predictionandnaturallanguageparsing)orascomplexascitationgraphs, the WorldWideWeb, andrelationaldatabases. This book providesan introduction to this ?eld with an emphasison those methods based on logic programming principles. The book is also the main resultofthesuccessfulEuropeanISTFETprojectno.FP6-508861onAppli- tionofProbabilisticInductiveLogicProgramming(APRILII,2004-2007).This projectwascoordinatedbytheAlbertLudwigsUniversityofFreiburg(Germany, Luc De Raedt) and the partners were Imperial College London (UK, Stephen MuggletonandMichaelSternberg), theHelsinkiInstituteofInformationTe- nology(Finland, HeikkiMannila), theUniversit adegliStudidiFlorence(Italy, PaoloFrasconi), andtheInstitutNationaldeRechercheenInformatiqueet- tomatiqueRocquencourt(France, FrancoisFages).Itwasconcernedwiththeory, implementationsandapplicationsofprobabilisticinductivelogicprogramming. Thisstructureisalsore?ectedinthebook. The book starts with an introductory chapter to "Probabilistic Inductive LogicProgramming"byDeRaedtandKersting.Inasecondpart, itprovidesa detailedoverviewofthemostimportantprobabilisticlogiclearningformalisms and systems. We are very pleased and proud that the scientists behind the key probabilistic inductive logic programming systems (also those developed outside the APRIL project) have kindly contributed a chapter providing an overviewoftheircontributions.Thisincludes: relationalsequencelearningte- niques (Kersting et al.), using kernels with logical representations (Frasconi andPasserini), MarkovLogic(Domingosetal.), the PRISMsystem (Satoand Kameya), CLP(BN)(SantosCostaetal.), BayesianLogicPrograms(Kersting andDeRaedt), andtheIndependentChoiceLogic(Poole).Thethirdpartthen provides a detailed account of some show-caseapplications of probabilistic - ductive logic programming, more speci?cally: in protein fold discovery (Chen et al.), haplotyping (Landwehr and Mielik] ainen) and systems biology (Fages andSoliman). The ?nal parttouchesupon sometheoreticalinvestigationsand VI Preface includes chaptersonbehavioralcomparisonof probabilisticlogicprogramming representations(MuggletonandChen)andamodel-theoreticexpressivityan- ysis(Jaeger).

Автор: Muggleton Stephen, Watanabe Hiroaki
Название: Latest Advances in Inductive Logic Programming
ISBN: 1783265086 ISBN-13(EAN): 9781783265084
Издательство: World Scientific Publishing
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Описание: This book represents a selection of papers presented at the Inductive Logic Programming (ILP) workshop held at Cumberland Lodge, Great Windsor Park.

Автор: Gerson Zaverucha; V?tor Santos Costa; Aline Paes
Название: Inductive Logic Programming
ISBN: 3662449226 ISBN-13(EAN): 9783662449226
Издательство: Springer
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Описание: The conference now focuses on all aspects of learning in logic, multi-relational learning and data mining, statistical relational learning, graph and tree mining, relational reinforcement learning, and other forms of learning from structured data.

Автор: David Page
Название: Inductive Logic Programming
ISBN: 3540647384 ISBN-13(EAN): 9783540647386
Издательство: Springer
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Описание: This volume constitutes the refereed proceedings of the 8th Conference on Inductive Logic Programming. All relevant aspects of inductive logic programming are covered, ranging from theory to implementations and applications.

Автор: Inoue
Название: Inductive Logic Programming
ISBN: 3319405659 ISBN-13(EAN): 9783319405650
Издательство: Springer
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Описание: This book constitutes the thoroughly refereed post-conference proceedings of the 25th International Conference on Inductive Logic Programming, ILP 2015, held in Kyoto, Japan, in August 2015.The 14 revised papers presented were carefully reviewed and selected from 44 submissions. The papers focus on topics such as theories, algorithms, representations and languages, systems and applications of ILP, and cover all areas of learning in logic, relational learning, relational data mining, statistical relational learning, multi-relational data mining, relational reinforcement learning, graph mining, connections with other learning paradigms, among others.

Автор: Celine Rouveirol; Michele Sebag
Название: Inductive Logic Programming
ISBN: 3540425381 ISBN-13(EAN): 9783540425380
Издательство: Springer
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Описание: The papers in this volume address data mining issues for multi-relational databases, supervised learning, inductive inference, Bayesian reasoning, learning refinement operators, neural network learning, constraint satisfaction, genetic algorithms and statistical machine learning.

Автор: Fabrizio Riguzzi; Filip Zelezny
Название: Inductive Logic Programming
ISBN: 3642388116 ISBN-13(EAN): 9783642388118
Издательство: Springer
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Описание: This book constitutes the thoroughly refereed post-proceedings of the 22nd International Conference on Inductive Logic Programming, ILP 2012, held in Dubrovnik, Croatia, in September 2012.

Автор: James Cussens; Alan Frisch
Название: Inductive Logic Programming
ISBN: 354067795X ISBN-13(EAN): 9783540677956
Издательство: Springer
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Описание: This text constitutes the refereed proceedings of the 10th International Conference on Inductive Logic Programming, ILP 2000, held in London in July 2000 as part of CL 2000. The 15 revised full papers presented together with an invited paper were carefully reviewed and selected from 37 submissions.

Автор: Stephen Muggleton; Ramon Otero; Alireza Tamaddoni-
Название: Inductive Logic Programming
ISBN: 3540738460 ISBN-13(EAN): 9783540738466
Издательство: Springer
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Описание: Constitutes the thoroughly refereed post-proceedings of the 16th International Conference on Inductive Logic Programming, ILP 2006, held in Santiago de Compostela, Spain, in August 2006. This work addresses various topics in inductive logic programming, ranging from theoretical and methodological issues to advanced applications in various areas.

Автор: Nada Lavra?; Saso Dzeroski
Название: Inductive Logic Programming
ISBN: 3540635149 ISBN-13(EAN): 9783540635147
Издательство: Springer
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Описание: The proceedings of the 7th International Workshop on Inductive Logic Programming, ILP-97. Among the topics addressed are various logic programming issues, natural language processing, speech processing, abductive learning, data mining, knowledge discovery and relational database systems.

Автор: Stephen Muggleton
Название: Inductive Logic Programming
ISBN: 3540634940 ISBN-13(EAN): 9783540634942
Издательство: Springer
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Описание: Taken from the sixth International Workshop on Inductive Logic Programming, ILP-96, these papers cover: natural language learning; drug design; NMR and ECG analysis; glaucoma diagnosis; efficiency measures for implementations and database interaction; and program synthesis.