This book constitutes the proceedings of the 19th International Conference on Inductive Logic Programming, held in Leuven, Belgium, in July 2009.
Author(s): Kamal Ali, Kevin Leung, Tolga Konik, Dongkyu Choi (auth.), Luc De Raedt (eds.)
Series: Lecture Notes in Computer Science 5989 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2010
Language: English
Pages: 257
Tags: Mathematical Logic and Formal Languages; Database Management; Information Storage and Retrieval; Algorithm Analysis and Problem Complexity; Data Mining and Knowledge Discovery; Logics and Meanings of Programs
Front Matter....Pages -
Knowledge-Directed Theory Revision....Pages 1-8
Towards Clausal Discovery for Stream Mining....Pages 9-16
On the Relationship between Logical Bayesian Networks and Probabilistic Logic Programming Based on the Distribution Semantics....Pages 17-24
Induction of Relational Algebra Expressions....Pages 25-33
A Logic-Based Approach to Relation Extraction from Texts....Pages 34-48
Discovering Rules by Meta-level Abduction....Pages 49-64
Inductive Generalization of Analytically Learned Goal Hierarchies....Pages 65-72
Ideal Downward Refinement in the $\mathcal{EL}$ Description Logic....Pages 73-87
Nonmonotonic Onto-Relational Learning....Pages 88-95
CP-Logic Theory Inference with Contextual Variable Elimination and Comparison to BDD Based Inference Methods....Pages 96-109
Speeding Up Inference in Statistical Relational Learning by Clustering Similar Query Literals....Pages 110-122
Chess Revision: Acquiring the Rules of Chess Variants through FOL Theory Revision from Examples....Pages 123-130
ProGolem: A System Based on Relative Minimal Generalisation....Pages 131-148
An Inductive Logic Programming Approach to Validate Hexose Binding Biochemical Knowledge....Pages 149-165
Boosting First-Order Clauses for Large, Skewed Data Sets....Pages 166-177
Incorporating Linguistic Expertise Using ILP for Named Entity Recognition in Data Hungry Indian Languages....Pages 178-185
Transfer Learning via Relational Templates....Pages 186-193
Automatic Revision of Metabolic Networks through Logical Analysis of Experimental Data....Pages 194-201
Finding Relational Associations in HIV Resistance Mutation Data....Pages 202-208
ILP, the Blind, and the Elephant: Euclidean Embedding of Co-proven Queries....Pages 209-216
Parameter Screening and Optimisation for ILP Using Designed Experiments....Pages 217-225
Don’t Fear Optimality: Sampling for Probabilistic-Logic Sequence Models....Pages 226-233
Policy Transfer via Markov Logic Networks....Pages 234-248
Can ILP Be Applied to Large Datasets?....Pages 249-256
Back Matter....Pages -
