Inductive Logic Programming: 21st International Conference, ILP 2011, Windsor Great Park, UK, July 31 – August 3, 2011, Revised Selected Papers

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Authors and Corporations:	Muggleton, Stephen H. (Author), Tamaddoni-Nezhad, Alireza (Other), Lisi, Francesca A. (Other)
Title:	Inductive Logic Programming: 21st International Conference, ILP 2011, Windsor Great Park, UK, July 31 – August 3, 2011, Revised Selected Papers/ edited by Stephen H. Muggleton, Alireza Tamaddoni-Nezhad, Francesca A. Lisi
Type of Resource:	E-Book Conference Proceedings
Language:	English
published:	Berlin, Heidelberg Springer 2012
Series:	SpringerLink Lecture notes in computer science ; 7207
Subjects:	Logic design Computer Science Logic programming > Congresses Induction (Logic) > Congresses Automatic hypothesis formation > Congresses Computer science Artificial intelligence Computer programming. Machine theory. Konferenzschrift > 2011 > Windsor
Buchausg. u.d.T.:	Inductive logic programming, Berlin : Springer, 2012, XI, 406 S.
Source:	Verbunddaten SWB
Access Information:	Elektronischer Volltext - Campuslizenz

Description
Abstract:	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.
Item Description:	Literaturangaben
Physical Description:	Online-Ressource (XI, 406 p. 130 illus, digital)
ISBN:	9783642319518
DOI:	10.1007/978-3-642-31951-8