An inductive logic programming approach to statistical relational learning:
Gespeichert in:
Bibliographische Detailangaben
1. Verfasser: Kersting, Kristian 1973- (VerfasserIn)
Format: Abschlussarbeit Elektronisch E-Book
Sprache:English
Veröffentlicht: Amsterdam IOS Press c2006
Schriftenreihe:Frontiers in artificial intelligence and applications v. 148
Frontiers in artificial intelligence and applications
Schlagworte:
Online-Zugang:FAW01
FAW02
Volltext
Beschreibung:Includes bibliographical references (p. 201-221) and index
Title page; Contents; Abstract; Overture; Part I: Probabilistic ILP over Interpretations; Part II: Probabilistic ILP over Time; Intermezzo: Exploiting Probabilistic ILP in Discriminative Classifiers; Part III: Making Complex Decisions in Relational Domains; Finale; Appendix; Bibliography; Symbol Index; Index
Talks about Logic Programming, Uncertainty Reasoning and Machine Learning. This book includes definitions that circumscribe the area formed by extending Inductive Logic Programming to cases annotated with probability values. It investigates the approach of Learning from proofs and the issue of upgrading Fisher Kernels to Relational Fisher Kernels
Beschreibung:1 Online-Ressource (xxii, 228 p.)
ISBN:1429455276
1433701243
1586036742
1607502070
9781429455275
9781433701245
9781586036744
9781607502074

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