ILPnet2 library: S. Wrobel

ILP publications by S. Wrobel

This is a list of all publications in the ILPnet2 on-line library which are (co-)authored by S. Wrobel. 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.

2003

S. Hoche, T. Horvath, and S. Wrobel. Effective Rule Induction from Molecular Structures Represented by Labeled Graph. In Luc De Raedt and Takashi Washio, editors, Proceedings of the First International Workshop on Mining Graphs, Trees and Sequences (MGTS-2003), pages 21--32. ECML/PKDD'03 workshop proceedings, September 2003. More behind this link.
M.-A. Krogel and S. Wrobel. Facets of Aggregation Approaches to Propositionalization. In T. Horváth and A. Yamamoto, editors, Proceedings of the Work-in-Progress Track at the 13th International Conference on Inductive Logic Programming, pages 30--39. Department of Informatics, University of Szeged, September 2003.
Lourdes Peña Castillo and Stefan Wrobel. Learning Minesweeper with Multirelational Learning. In Proceedings of the 18th International Joint Conference on Artificial Intelligence, pages 533--538. Academic Press, August 2003. More behind this link.
S. Hoche and S. Wrobel. A Comparative Evaluation of Feature Set Evolution Strategies for Multirelational Boosting. In T. Horváth and A. Yamamoto, editors, Proceedings of the 13th International Conference on Inductive Logic Programming, volume 2835 of Lecture Notes in Artificial Intelligence, pages 180--196. Springer-Verlag, 2003.
M.-A. Krogel, S. Rawles, F. Zelezný, P.A. Flach, N. Lavrac, and S. Wrobel. Comparative Evaluation of Approaches to Propositionalization. In T. Horváth and A. Yamamoto, editors, Proceedings of the 13th International Conference on Inductive Logic Programming, volume 2835 of Lecture Notes in Artificial Intelligence, pages 197--214. Springer-Verlag, 2003.

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.
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.
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.

2001

Mathias Kirsten, Stefan Wrobel, and Tamas Horvath. Distance Based Approaches to Relational Learning and Clustering. In Saso Dzeroski and Nada Lavrac, editors, Relational Data Mining, pages 213--232. Springer-Verlag, September 2001. More behind this link.
Stefan Wrobel. Inductive Logic Programming for Knowledge Discovery in Databases. In Saso Dzeroski and Nada Lavrac, editors, Relational Data Mining, pages 74--101. Springer-Verlag, September 2001. More behind this link.
S. Hoche and S. Wrobel. Relational Learning Using Constrained Confidence-Rated Boosting. In Céline Rouveirol and Michèle Sebag, editors, Proceedings of the 11th International Conference on Inductive Logic Programming, volume 2157 of Lecture Notes in Artificial Intelligence, pages 51--64. Springer-Verlag, September 2001.
M.-A. Krogel and S. Wrobel. Transformation-Based Learning Using Multirelational Aggregation. In Céline Rouveirol and Michèle Sebag, editors, Proceedings of the 11th International Conference on Inductive Logic Programming, volume 2157 of Lecture Notes in Artificial Intelligence, pages 142--155. Springer-Verlag, September 2001.
T. Horvàth and S. Wrobel. Toward Discovery of Deep and Wide First-Order Structures A Case Study in the Domain of Mutagenicity. In Céline Rouveirol and Michèle Sebag, editors, Proceedings of the Work-in-Progress Track at the 11th International Conference on Inductive Logic Programming, pages 51--64, September 2001.
Tamas Horvath, Stefan Wrobel, and Uta Bohnebeck. Relational Instance-Based Learning with Lists and Terms. Machine Learning, 43(1/2):53--80, April 2001.
Luc De Raedt, C. David Page, and Stefan Wrobel. Guest Editorial. Machine Learning, 43(1/2):5--6, April 2001.

2000

Mathias Kirsten and Stefan Wrobel. Extending K-Means Clustering to First-Order Representations. In J. Cussens and A. Frisch, editors, Proceedings of the 10th International Conference on Inductive Logic Programming, volume 1866 of Lecture Notes in Artificial Intelligence, pages 112--129. Springer-Verlag, 2000.

1999

T. Horváth, Z. Alexin, T. Gyimóthy, and S. Wrobel. Application of Different Learning Methods to Hungarian Part-of-Speech Tagging. In S. Dzeroski and P. Flach, editors, Proceedings of the 9th International Workshop on Inductive Logic Programming, volume 1634 of Lecture Notes in Artificial Intelligence, pages 128--139. Springer-Verlag, 1999.

1998

U. Bohnebeck, T. Horváth, and S. Wrobel. Term Comparisons in First-Order Similarity Measures. In D. Page, editor, Proceedings of the 8th International Conference on Inductive Logic Programming, volume 1446 of Lecture Notes in Artificial Intelligence, pages 65--79. Springer-Verlag, 1998.
M. Kirsten and S. Wrobel. Relational Distance-Based Clustering. In D. Page, editor, Proceedings of the 8th International Conference on Inductive Logic Programming, volume 1446 of Lecture Notes in Artificial Intelligence, pages 261--270. Springer-Verlag, 1998.

1997

Stefan Wrobel, Dietrich Wettschereck, E. Sommer, and Werner Emde. Extensibility in Data Mining Systems. In Evangelos Simoudis, Jia Wei Han, and Usama Fayyad, editors, Proceedings of the 2nd International Conference on Knowledge Discovery and Data Mining, page 400. AAAI Press, 1997. More behind this link.

1996

S. Wrobel. First Order Theory Refinement. In L. De Raedt, editor, Advances in Inductive Logic Programming, pages 14--33. IOS Press, 1996.
S. Wrobel. Inductive Logic Programming. In G. Brewka, editor, Advances in Knowledge Representation and Reasoning. CSLI Publishers, 1996. (To appear)

1995

S. Wrobel. From Balanced Cooperative Modeling to Embedded Adaptivity -- Using Inductive Logic Programming Techniques for Knowledge Acquisition. In Y. Kodratoff and G. Tecuci, editors, Machine Learning and Knowledge Acquisition: Integrated Approaches, pages 115--143. Academic Press, 1995.

1994

S. Wrobel. Concept Formation During Interactive Theory Revision. Machine Learning, 14(2):169--192, 1994.
W. Emde, J. U. Kietz, E. Sommer, and S. Wrobel. Cooperation between internal and external learning modules in Mobal: different facets of multistrategy learning. In L. Saitta, editor, Proc. of the 1st MLNet Workshop on Multi-Strategy Learning 1993, Lecture Notes in Artificial Intelligence. Blanes, Spain, 1994. More behind this link.
Stefan Wrobel and E. Sommer. Methoden und systeme des maschinellen lernens zur wartung von wissenbasen - ein einführender überblick (Machine Learning Methods and Systems for the Maintenance of Knowledge Bases). In Franz Lehner, editor, Die Wartung von wissensbasierten Systemen, Lecture Notes in Artificial Intelligence. Hensel-Hohenhausen, Egelsbach, Germany, 1994. (In German)
S. Wrobel. Concept Formation and Knowledge Revision. Kluwer Academic Publishers, 1994.

1993

K. Morik, S. Wrobel, J-U. Kietz, and W. Emde. Knowledge Acquisition and Machine Learning: Theory, Methods and Applications. Academic Press, 1993.
S. Wrobel. On the Proper Definition of Minimality in Specialization and Theory Revision. In P. Brazdil, editor, Proceedings of the 6th European Conference on Machine Learning, volume 667 of Lecture Notes in Artificial Intelligence, pages 65--82. Springer-Verlag, 1993.

1992

J-U. Kietz and S. Wrobel. Controlling the Complexity of Learning in Logic through Syntactic and Task-Oriented Models. In S. Muggleton, editor, Inductive Logic Programming, pages 335--359. Academic Press, 1992.

1991

J-U. Kietz and S. Wrobel. Controlling the Complexity of Learning in Logic through Syntactic and Task-oriented Models. In S. Muggleton, editor, Proceedings of the 1st International Workshop on Inductive Logic Programming, pages 107--126, 1991.

1989

S. Wrobel. Demand driven concept-formation. In K. Morik, editor, Knowledge Representation and Organization in Machine Learning, volume 347 of Lecture Notes in Artificial Intelligence. Springer-Verlag, 1989.

1988

S. Wrobel. Automatic representation adjustment in an observational discovery system. In D. Sleeman, editor, Proceedings of the 3rd European Working Session on Learning, pages 253--262. Pitman, 1988.