This book constitutes the refereed proceedings of the 8th International Conference on Inductive Logic Programming, ILP-98, held in Madison, Wisconsin, USA, in July 1998.
The 27 revised full papers presented together with the abstracts of three invited talks were carefully reviewed and selected for inclusion in the book. All relevant aspects of inductive logic programming are covered ranging from theory to implementations and applications.
Author(s): Luc De Raedt (auth.), David Page (eds.)
Series: Lecture Notes in Computer Science 1446 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 1998
Language: English
Pages: 308
Tags: Artificial Intelligence (incl. Robotics); Programming Techniques
Attribute-value learning versus inductive logic programming: The missing links....Pages 1-8
Advances in ILP theory and implementations....Pages 9-9
Application of ILP to problems in chemistry and biology....Pages 10-10
Relational reinforcement learning....Pages 11-22
Learning first-order acyclic Horn programs from entailment....Pages 23-37
Combining statistical and relational methods for learning in hypertext domains....Pages 38-52
Application of inductive logic programming to discover rules governing the three-dimensional topology of protein structure....Pages 53-64
Term comparisons in first-order similarity measures....Pages 65-79
Stochastic propositionalization of non-determinate background knowledge....Pages 80-94
A stochastic simple similarity....Pages 95-105
Using prior probabilities and density estimation for relational classification....Pages 106-115
Induction of Constraint Grammar-rules using Progol....Pages 116-124
A hybrid approach to word segmentation....Pages 125-134
Learning multilingual morphology with Clog ....Pages 135-144
Using ILP-systems for verification and validation of multi-agent systems....Pages 145-154
Inducing shogi heuristics using inductive logic programming....Pages 155-164
Repeat learning using predicate invention....Pages 165-174
Normal programs and multiple predicate learning....Pages 175-184
Strongly typed inductive concept learning....Pages 185-194
Function-free Horn clauses are hard to approximate....Pages 195-204
DOGMA: A GA-based relational learner....Pages 205-214
Generalization under implication by λ-subsumption....Pages 215-224
Prolog, refinements and RLGG's....Pages 225-234
Learning structurally indeterminate clauses....Pages 235-244
Completing Inverse Entailment....Pages 245-249
Distances and limits on Herbrand interpretations....Pages 250-260
Relational distance-based clustering....Pages 261-270
A framework for defining distances between first-order logic objects....Pages 271-280
Detecting traffic problems with ILP....Pages 281-290
A comparison of ILP and propositional systems on propositional traffic data....Pages 291-299
