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Inductive logic programming : 15th international conference, ILP 2005, Bonn, Germany, August 10-13, 2005 : proceedings

Author: Stefan Kramer, Prof. Dr.; Bernhard Pfahringer
Publisher: Berlin ; New York : Springer, ©2005.
Series: Lecture notes in computer science, 3625.; Lecture notes in computer science., Lecture notes in artificial intelligence.
Edition/Format:   eBook : Document : Conference publication : EnglishView all editions and formats
Summary:

1 "Change is inevitable." Embracing this quote we have tried to carefully exp- iment with the format of this conference, the 15th International Conference on Inductive Logic Programming, hopefully  Read more...

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Genre/Form: Electronic books
Conference papers and proceedings
Congresses
Congrès
Additional Physical Format: Print version:
ILP (Conference) (15th : 2005 : Bonn, Germany).
Inductive logic programming.
Berlin ; New York : Springer, ©2005
(DLC) 2005930339
(OCoLC)61320924
Material Type: Conference publication, Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Stefan Kramer, Prof. Dr.; Bernhard Pfahringer
ISBN: 9783540318514 3540318518 3540281770 9783540281771
OCLC Number: 262680969
Description: 1 online resource (xiii, 425 pages) : illustrations.
Contents: Research Papers.- An Output-Polynomial Time Algorithm for Mining Frequent Closed Attribute Trees.- Guiding Inference Through Relational Reinforcement Learning.- Converting Semantic Meta-knowledge into Inductive Bias.- Learning Teleoreactive Logic Programs from Problem Solving.- A Framework for Set-Oriented Computation in Inductive Logic Programming and Its Application in Generalizing Inverse Entailment.- Distance Based Generalisation.- Automatic Induction of Abduction and Abstraction Theories from Observations.- Logical Bayesian Networks and Their Relation to Other Probabilistic Logical Models.- Strategies to Parallelize ILP Systems.- Inducing Causal Laws by Regular Inference.- Online Closure-Based Learning of Relational Theories.- Learning Closed Sets of Labeled Graphs for Chemical Applications.- ILP Meets Knowledge Engineering: A Case Study.- Spatial Clustering of Structured Objects.- Generalization Behaviour of Alkemic Decision Trees.- Predicate Selection for Structural Decision Trees.- Induction of the Indirect Effects of Actions by Monotonic Methods.- Probabilistic First-Order Theory Revision from Examples.- Inductive Equivalence of Logic Programs.- Deriving a Stationary Dynamic Bayesian Network from a Logic Program with Recursive Loops.- A Study of Applying Dimensionality Reduction to Restrict the Size of a Hypothesis Space.- Polynomial Time Inductive Inference of TTSP Graph Languages from Positive Data.- Classifying Relational Data with Neural Networks.- Efficient Sampling in Relational Feature Spaces.- Invited Papers.- Why Computers Need to Learn About Music.- Tutorial on Statistical Relational Learning.- Machine Learning for Systems Biology.- Five Problems in Five Areas for Five Years.
Series Title: Lecture notes in computer science, 3625.; Lecture notes in computer science., Lecture notes in artificial intelligence.
Other Titles: ILP 2005
Responsibility: Stefan Kramer, Bernhard Pfahringer (eds.).
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