This book constitutes the refereed proceedings of the 10th International Conference on Inductive Logic Programming, ILP 2000, held in London, UK in July 2000 as past of CL 2000. The 15 revised full papers presented together with an invited paper were carefully reviewed and selected from 37 submissions. The papers address all current issues in inductive logic programming and inductive learning, from foundational aspects to applications in various fields like data mining, knowledge discovery, and ILP system design.
Author(s): David Page (auth.), James Cussens, Alan Frisch (eds.)
Series: Lecture Notes in Computer Science 1866 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2000
Language: English
Pages: 262
Tags: Artificial Intelligence (incl. Robotics); Programming Techniques
ILP: Just Do It....Pages 3-18
A New Algorithm for Learning Range Restricted Horn Expressions....Pages 21-39
A Refinement Operator for Description Logics....Pages 40-59
Executing Query Packs in ILP....Pages 60-77
A Logical Database Mining Query Language....Pages 78-92
Induction of Recursive Theories in the Normal ILP Setting: Issues and Solutions....Pages 93-111
Extending K-Means Clustering to First-Order Representations....Pages 112-129
Theory Completion Using Inverse Entailment....Pages 130-146
Solving Selection Problems Using Preference Relation Based on Bayesian Learning....Pages 147-164
Concurrent Execution of Optimal Hypothesis Search for Inverse Entailment....Pages 165-173
Using ILP to Improve Planning in Hierarchical Reinforcement Learning....Pages 174-190
Towards Learning in CARIN- ALN ....Pages 191-208
Inverse Entailment in Nonmonotonic Logic Programs....Pages 209-224
A Note on Two Simple Transformations for Improving the Efficiency of an ILP System....Pages 225-242
Searching the Subsumption Lattice by a Genetic Algorithm....Pages 243-252
New Conditions for the Existence of Least Generalizations under Relative Subsumption....Pages 253-264
