ILPnet2 library: 2002

ILP publications in 2002

This is the list of all publications in the ILPnet2 on-line library that were published in 2002. The title of the article is a link to the full reference, including -- if provided by the author -- abstract and URL. It also allows easy access to related publications.

BibTeX file for 2002.

Jan Blaták, Lubos Popelínský, and Miloslav Nepil. RAP: Framework for Mining Frequent Datalog Patterns. In Mika Klemettinen and Rosa Meo, editors, Proceedings of the First International Workshop on Knowledge Discovery in Inductive Databases, KDID 2002, pages 85--86. University of Helsinki, August 2002. More behind this link.
Nicola Fanizzi and Stefano Ferilli. Minimal Generalizations under OI-Implication. In Mohand-Said Hacid, Zbigniew W. Ras, Djamel A. Zighed, and Yves Kodratoff, editors, Proceedings of the 13th International Symposium on Methodologies for Intelligent Systems, volume 2366 of Lecture Notes in Artificial Intelligence, pages 140--148. Springer-Verlag, August 2002.
D. Gamberger and N. Lavrac. Generating Actionable Knowledge by Expert-Guided Subgroup Discovery. In T. Elomaa, H. Mannila, and H. Toivonen, editors, Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery, number 2431 in Lecture Notes in Artificial Intelligence, pages 163--174. Springer-Verlag, August 2002.
Susanne Hoche and Stefan Wrobel. Scaling Boosting by Margin-Based Inclusion of Features and Relations. In Tapie Elomaa, Heikki Mannila, and Hannu Toivonen, editors, Proceedings of the 13th European Conference on Machine Learning, volume 2430 of Lecture Notes in Artificial Intelligence, pages 148--160. Springer-Verlag, August 2002. More behind this link.
A.J. Knobbe, A. Siebes, and B. Marseille. Involving Aggregate Functions in Multi-Relational Search. In Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery, pages 1--1. Springer-Verlag, August 2002. More behind this link.
Lourdes Peña Castillo and Stefan Wrobel. Macro-Operators in Multirelational Learning: a Search-Space Reduction Technique. In T. Elomaa, H. Mannila, and H. Toivonen, editors, Proceedings of the 13th European Conference on Machine Learning, volume 2430 of Lecture Notes in Artificial Intelligence, pages 357--368. Springer-Verlag, August 2002. More behind this link.
Liviu Badea. Functional discrimination of gene expression patterns using ILP. In Stan Matwin, editor, Work-in-Progress Track at the 12th International Conference on Inductive Logic Programming, July 2002.
A. Bernstein, S. Clearwater, S. Hill, C. Perlich, and F. Provost. Discovering Knowledge from Relational Data Extracted from Business News. In Saso Dzeroski, Luc De Raedt, and Stefan Wrobel, editors, Proceedings of the First SIGKDD Workshop on Multi-Relational Data Mining (MRDM-2002), pages 7--20. University of Alberta, Edmonton, Canada, July 2002. More behind this link.
H. Blockeel, M. Bruynooghe, S. Dzeroski, J. Ramon, and J. Struyf. Hierarchical Multi-Classification. In Saso Dzeroski, Luc De Raedt, and Stefan Wrobel, editors, Proceedings of the First SIGKDD Workshop on Multi-Relational Data Mining (MRDM-2002), pages 21--35. University of Alberta, Edmonton, Canada, July 2002. More behind this link.
L. Getoor, D. Koller, and B. Taskar. Statistical Models for Relational Data. In Saso Dzeroski, Luc De Raedt, and Stefan Wrobel, editors, Proceedings of the First SIGKDD Workshop on Multi-Relational Data Mining (MRDM-2002), pages 36--55. University of Alberta, Edmonton, Canada, July 2002. More behind this link.
D. Jensen and J. Neville. Schemas and Models. In Saso Dzeroski, Luc De Raedt, and Stefan Wrobel, editors, Proceedings of the First SIGKDD Workshop on Multi-Relational Data Mining (MRDM-2002), pages 56--70. University of Alberta, Edmonton, Canada, July 2002. More behind this link.
I. Jonyer, L. B. Holder, and D. J. Cook. Concept Formation Using Graph Grammars. In Saso Dzeroski, Luc De Raedt, and Stefan Wrobel, editors, Proceedings of the First SIGKDD Workshop on Multi-Relational Data Mining (MRDM-2002), pages 71--79. University of Alberta, Edmonton, Canada, July 2002. More behind this link.
S. D. Lee and L. De Raedt. Constraint Based Mining of First-Order Sequences in SeqLog. In Saso Dzeroski, Luc De Raedt, and Stefan Wrobel, editors, Proceedings of the First SIGKDD Workshop on Multi-Relational Data Mining (MRDM-2002), pages 80--96. University of Alberta, Edmonton, Canada, July 2002. More behind this link.
H. Leiva and V. Honavar. Experiments With MRDTL -- A Multi-Relational Decision Tree Learning Algorithm. In Saso Dzeroski, Luc De Raedt, and Stefan Wrobel, editors, Proceedings of the First SIGKDD Workshop on Multi-Relational Data Mining (MRDM-2002), pages 97--112. University of Alberta, Edmonton, Canada, July 2002. More behind this link.
F. A. Lisi, S. Ferilli, and N. Fanizzi. Object Identity as Search Bias for Pattern Spaces. In F. van Harmelen, editor, Proceedings of the 15th European Conference on Artificial Intelligence, pages 375--379. IOS Press: Amsterdam, July 2002.
T. Matsuda, H. Motoda, T. Yoshida, and T. Washio. Mining Patterns from Structured Data by Beam-wise Graph-Based Induction. In Saso Dzeroski, Luc De Raedt, and Stefan Wrobel, editors, Proceedings of the First SIGKDD Workshop on Multi-Relational Data Mining (MRDM-2002), pages 113--129. University of Alberta, Edmonton, Canada, July 2002. More behind this link.
A. Popescul, L. H. Ungar, S. Lawrence, and D. M. Pennock. Structural Logistic Regression: Combining Relational and Statistical Learning. In Saso Dzeroski, Luc De Raedt, and Stefan Wrobel, editors, Proceedings of the First SIGKDD Workshop on Multi-Relational Data Mining (MRDM-2002), pages 130--141. University of Alberta, Edmonton, Canada, July 2002. More behind this link.
Floriana Esposito, Stefano Ferilli, Nicola Fanizzi, Teresa Maria Altomare Basile, and Nicola Di Mauro. Cooperation of Multiple Strategies for Automated Learning in Complex Environments. In Mohand-Said Hacid, Zbigniew W. Ras, Djamel A. Zighed, and Yves Kodratoff, editors, Proceedings of the 13th International Symposium on Methodologies for Intelligent Systems, volume 2366 of Lecture Notes in Artificial Intelligence, pages 574--582. Springer-Verlag, June 2002. More behind this link.
Wim Van Laer. From Propositional to First Order Logic in Machine Learning and Data Mining -- Induction of first order rules with ICL. PhD thesis, Department of Computer Science, K.U.Leuven, Belgium, June 2002. More behind this link.
Shilong Ma, Yuefei Sui, and Ke Xu. The Prioritized Inductive Logic Programs. Technical Report, Department of Computer Science and Engineering, Beijing University of Aeronautics and Astronautics, June 2002. More behind this link.
Sv. Boytcheva and Z. Markov. An Algorithm for Inducing Least Generalization under Relative Implication. In Susan Haller and Gene Simmons, editors, The Fifteenth International Florida Artificial Intelligence Research Society Conference, pages 322--326, 445 Burgess Drive, Menlo Park, California 94025, USA, May 2002. AAAI Press
Mehdi Dastani, Nico Jacobs, Catholijn M. Jonker, and Jan Treur. Modelling user preferences and mediating agents in electronic commerce. In F. Dignum and U. Cortes, editors, Agent-Mediated Electronic Commerce III, volume 2003 of Lecture Notes in Computer Science, pages 163--193. Springer-Verlag, May 2002.
Lourdes Peña Castillo and Stefan Wrobel. On the Stability of Example-Driven Learning Systems: A Case Study in Multirelational Learning. In Carlos A. Coello Coello, Alvaro de Albornoz, Enrique Sucar, and Osvaldo Cairó, editors, MICAI 2002: Advances in Artificial Intelligence, volume 2313 of Lecture Notes in Artificial Intelligence, pages 321--330. Springer-Verlag, April 2002. More behind this link.
Filip Zelezny, Jiri Zidek, and Olga Stepankova. A Learning System for Decision Support in Telecommunications. In Bustard D., Weiru L., and Sterritt R., editors, Soft-Ware 2002: Computing in an Imperfect World, Lecture Notes in Computer Science, pages 88--101. Springer-Verlag, April 2002. More behind this link.
Jie Cheng, Christos Hatzis, Hisashi Hayashi, Mark-A. Krogel, Shinichi Morishita, David Page, and Jun Sese. KDD Cup 2001 Report. SIGKDD Explorations, 3(2):47--64, January 2002. More behind this link.
Hendrik Blockeel, Luc Dehaspe, Bart Demoen, Gerda Janssens, Jan Ramon, and Henk Vandecasteele. Improving the efficiency of Inductive Logic Programming through the use of query packs. Journal of Artificial Intelligence Research, 16(0):135--166, January 2002. More behind this link.
I. Bournaud, M. Courtine, and J.-D. Zucker. Propositionalization for Clustering: Symbolic Relational Descriptions. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 1--16. Springer-Verlag, 2003.
M. E. Califf. Efficient and Effective Induction of First Order Decision Lists. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 17--31. Springer-Verlag, 2003.
C. M. Cumby and D. Roth. Learning with Feature Description Logics. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 32--47. Springer-Verlag, 2003.
I. Dutra, D. Page, V. S. Costa, and J. Shavlik. An Empirical Evaluation of Bagging in Inductive Logic Programming. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 48--65. Springer-Verlag, 2003.
[[S. D\v zeroski]]. Learning in Rich Representations: Inductive Logic Programming and Computational Scientific Discovery. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 346--349. Springer-Verlag, 2003.
T. Gärtner, J. W. Lloyd, and P. A. Flach. Kernels for Structured Data. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 66--83. Springer-Verlag, 2003.
J. A. Gonzalez, L. B. Holder, and D. J. Cook. Experimental Comparison of Graph-Based Relational Concept Learning with Inductive Logic Programming Systems. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 84--100. Springer-Verlag, 2003.
D. Jensen and J. Neville. Autocorrelation and Linkage Cause Bias in Evaluation of Relational Learners. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 101--116. Springer-Verlag, 2003.
J.-U. Kietz. Learnability of Description Logic Programs. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 117--132. Springer-Verlag, 2003.
N. Lachiche and P. A. Flach. 1BC2: a true first-order Bayesian classifier. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 133--148. Springer-Verlag, 2003.
N. Lavrac, F. Zelezný, and P. A. Flach. RSD: Relational subgroup discovery through first-order feature construction. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 149--165. Springer-Verlag, 2003.
C. Masson and F. Jacquenet. Mining Frequent Logical Sequences with SPIRIT-LoG. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 166--181. Springer-Verlag, 2003.
S. Moyle. Using Theory Completion to learn a Robot Navigation Control Program. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 182--197. Springer-Verlag, 2003.
S. Muggleton. Learning structure and parameters of Stochastic Logic Programs. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 198--206. Springer-Verlag, 2003.
A. Ratle and M. Sebag. A novel approach to Machine Discovery: Genetic Programming and Stochastic Grammars. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 207--222. Springer-Verlag, 2003.
K. Revoredo and G. Zaverucha. Revision of First-Order Bayesian Classifiers. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 223--237. Springer-Verlag, 2003.
A. Srinivasan. The Applicability to ILP of Results Concerning the Ordering of Binomial Populations. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 238--253. Springer-Verlag, 2003.
J. Struyf, J. Ramon, and H. Blockeel. Compact representation of knowledge bases in ILP. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 254--269. Springer-Verlag, 2003.
Y. Suzuki, K. Inomae, T. Shoudai, T. Miyahara, and T. Uchida. A Polynomial Time Matching Algorithm of Structured Ordered Tree Patterns for Data Mining from Semistructured Data. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 270--284. Springer-Verlag, 2003.
A. Tamaddoni-Nezhad and S. Muggleton. A Genetic Algorithms Approach to ILP. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 285--300. Springer-Verlag, 2003.
I. Weber. Experimental Investigation of Pruning Methods for Relational Pattern Discovery. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 301--316. Springer-Verlag, 2003.
J. Westendorp. Noise-Resistant Incremental Relational Learning using Possible Worlds. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 317--332. Springer-Verlag, 2003.
F. Zelezný, A. Srinivasan, and D. Page. Lattice-Search Runtime Distributions May Be Heavy-Tailed. In S. Matwin and C. Sammut, editors, Proceedings of the 12th International Conference on Inductive Logic Programming, volume 2583 of Lecture Notes in Artificial Intelligence, pages 333--345. Springer-Verlag, 2003.
Evelina Lamma, Fabrizio Riguzzi, and Luís Moniz Pereira. Belief Revision via Lamarckian Evolution. In Claudio Delrieux, editor, Second International Workshop on Computational Models of Scientific Reasoning And Applications (II CMSRA) held at IC-AI 2002 Conference, Monte Carlo Resort, Las Vegas, Nevada, USA, June 27, 2002, Bogart, Georgia, USA, 2002. CSREA More behind this link.
Peter Flach and Nada Lavrac. Learning in Clausal Logic: A Perspective on Inductive Logic Programming. In Antonis C. Kakas and Fariba Sadri, editors, Computational Logic: Logic Programming and Beyond (Essays in Honour of Robert A. Kowalski), volume 2407 of Lecture Notes in Artificial Intelligence, pages 437--471. Springer-Verlag, Berlin, 2002.