ISBN: 3-540-66109-3
TITLE: Inductive Logic Programming
AUTHOR: Dzeroski, Saso; Flach, Peter A. (Eds.)
TOC:

I Invited Papers
Probabilistic Relational Models
D. Koller 3
Inductive Databases (Abstract)
H. Mannila 14
Some Elements of Machine Learning (Extended Abstract)
J.R. Quinlan 15
II Contributed Papers
Refinement Operators Can Be (Weakly) Perfect
L. Badea, M. Stanciu 21
Combining Divide-and-Conquer and Separate-and-Conquer for Efficient and Effective Rule Induction
H. Bostrm, L. Asker 33
Refining Complete Hypotheses in ILP
I. Bratko 44
Acquiring Graphic Design Knowledge with Nonmonotonic Inductive Learning
K. Chiba, H. Ohwada, F. Mizoguchi 56
Morphosyntactic Tagging of Slovene Using Progol
J. Cussens, S. Dzeroski, T. Erjavec 68
Experiments in Predicting Biodegradability
S. Dzeroski, H. Blockeel, B. Kompare, S. Kramer, B. Pfahringer, W. Van Laer 80
1BC: A First-Order Bayesian Classifier
P. Flach, N. Lachiche 92
Sorted Downward Refinement: Building Background Knowledge into a Refinement Operator for Inductive Logic Programming
A.M. Frisch 104
A Strong Complete Schema for Inductive Functional Logic Programming
J. Hernndez-Orallo, M.J. Ramrez-Quintana 116
Application of Different Learning Methods to Hungarian Part-of-Speech Tagging
T. Horvth, Z. Alexin, T. Gyimthy, S. Wrobel 128
Combining LAPIS and WordNet for the Learning of LR Parsers with Optimal Semantic Constraints
D. Kazakov 140
Learning Word Segmentation Rules for Tag Prediction
D. Kazakov, S. Manandhar, T. Erjavec 152
Approximate ILP Rules by Backpropagation Neural Network: A Result on Thai Character Recognition
B. Kijsirikul, S. Sinthupinyo 162
Rule Evaluation Measures: A Unifying View
N. Lavrac, P. Flach, B. Zupan 174
Improving Part-of-Speech Disambiguation Rules by Adding Linguistic Knowledge
N. Lindberg, M. Eineborg 186
On Sufficient Conditions for Learnability of Logic Programs from Positive Data
E. Martin, A. Sharma 198
A Bounded Search Space of Clausal Theories
H. Midelfart 210
Discovering New Knowledge from Graph Data Using Inductive Logic Programming
T. Miyahara, T. Shoudai, T. Uchida, T. Kuboyama, K. Takahashi, H. Ueda 222
Analogical Prediction
S. Muggleton, M. Bain 234
Generalizing Refinement Operators to Learn Prenex Conjunctive Normal Forms
S.-H. Nienhuys-Cheng, W. Van Laer, J. Ramon, L. De Raedt 245
Theory Recovery
R. Parson, K. Khan, S. Muggleton 257
Instance Based Function Learning
J. Ramon, L. De Raedt 268
Some Properties of Inverse Resolution in Normal Logic Programs
C. Sakama 279
An Assessment of ILP-Assisted Models for Toxicology and the PTE-3 Experiment
A. Srinivasan, R.D. King, D.W. Bristol 291
Author Index 303
END
