Publications
Recent Work
- Frederik Janssen and Johannes Fürnkranz
- An Empirical Comparison of Hill-Climbing and Exhaustive Search in Inductive Rule Learning
Technical Report TUD-KE-2008-02, Knowledge Engineering Group, TU Darmstadt, 2008.
- Frederik Janssen and Johannes Fürnkranz
- An Empirical Quest for Optimal Rule Learning Heuristics
Technical Report TUD-KE-2008-01, Knowledge Engineering Group, TU Darmstadt, 2008.
Submitted for publication.
- Eneldo Loza Mencía and Johannes Fürnkranz
- Efficient Pairwise Multilabel Classification
Algorithms for Large-Scale Problems in the Legal Domain
In W. Daelemans, B. Goethals, K. Morik (eds.)
Proceedings of the European Conference on Machine Learning and
Knowledge Discovery in Databases (ECML-PKDD-08), Antwerp, Belgium, 2008.
Springer-Verlag.
- Eneldo Loza Mencía and Johannes Fürnkranz
- An Evaluation of Efficient Multilabel Classification
Algorithms for Large-Scale Problems in the Legal Domain
In Proceedings of the LREC 2008 Workshop on Semantic Processing of Legal Texts
Marrakech, Morocco, 2008.
- Frederik Janssen and Johannes Fürnkranz
- An Empirical Investigation of the Trade-Off
Between Consistency and Coverage in Rule Learning Heuristics
In T. Horvath, J.-F. Boulicaut and M. Berthold (eds.) Proceedings of the 11th International Conference on
Discovery Science (DS-08), Budapest, Hungary, 2008. Springer-Verlag.
- Eyke Hüllermeier, Johannes Fürnkranz (eds.)
- Preference Learning: Proceedings of the ECML/PKDD-08 Workshop
Antwerp, Belgium, 2008.
- Sang-Hyeun Park, Johannes Fürnkranz
- Multi-Label Classification With Constraints
In Hüllermeier and Fürnkranz (eds.) Preference Learning: Proceedings of the ECML/PKDD-08 Workshop, pp. 157-171, Antwerp, Belgium, 2008.
[Draft]
- Johannes Fürnkranz, Arno Knobbe (eds.)
- From Local Patterns to
Global Models: Proceedings of the ECML/PKDD-08 Workshop
Antwerp, Belgium, 2008.
- Jan-Nikolas Sulzmann, Johannes Fürnkranz
- A Comparison of Techniques for Selecting and Combining Class Association Rules
In Fürnkranz and Knobbe (eds.) From Local Patterns to
Global Models: Proceedings of the ECML/PKDD-08 Workshop, pp. 154-168, Antwerp, Belgium, 2008.
[Draft]
- Arno Knobbe, Bruno Crémilleux, Johannes Fürnkranz, Martin Scholz
- From Local Patterns to Global Models: The LeGo Approach to Data Mining
In Fürnkranz and Knobbe (eds.) From Local Patterns to
Global Models: Proceedings of the ECML/PKDD-08 Workshop, pp. 1-16, Antwerp, Belgium, 2008.
[Draft]
- Eyke Hüllermeier, Johannes Fürnkranz
- Learning Preference Models from Data: On the Problem
of Label Ranking and Its Variants
In G. Della Riccia and D. Dubois and R. Kruse and H.J. Lenz (eds.) Preferences and Similarities, pp. 283-304, 2008.
Springer-Verlag.
- Eyke Hüllermeier and Johannes Fürnkranz
- On Predictive Accuracy and Risk Minimization in Pairwise Label Ranking
2007. Submitted for publication.
- Eyke Hüllermeier, Johannes
Fürnkranz, Weiwei Chen, Klaus Brinker
-
Label Ranking by Learning Pairwise
Preferences
Artificial Intelligence, 2008.
[Draft]
- Johannes Fürnkranz, Eyke Hüllermeier, Eneldo Loza Mencia, Klaus Brinker
- Multilabel Classification via Calibrated Label Ranking
Machine Learning, 2008.
[Abstract]
- Eneldo Loza Mencía, Johannes Fürnkranz
- Pairwise Learning of Multilabel Classifications with Perceptrons
In Proceedings of the 2008 IEEE International Joint
Conference on Neural Networks (IJCNN-08), pp. 2900-2907,
IEEE, 2008.
[Draft]
Edited Books
- Johannes Fürnkranz, Tobias Scheffer and Myra Spiliopoulou (eds.)
- Machine Learning: ECML 2006.
Lecture Notes in
Artificial Intelligence 4212, Berlin Germany, September 2006. Springer-Verlag, 2006.
- Johannes Fürnkranz, Tobias Scheffer and Myra Spiliopoulou (eds.)
- Knowledge Discovery in Databases: PKDD 2006.
Lecture Notes in
Artificial Intelligence 4213, Berlin Germany, September 2006. Springer-Verlag, 2006.
- Johannes Fürnkranz and Miroslav Kubat (eds.)
- Machines That Learn to Play Games.
Nova Science Publishers, Huntington, NY, 2001.
[Review]
Special Issues Edited
-
Michael Bowling, Johannes Fürnkranz, Thore Graepel,
Ron Musick (eds.)
- Special Issue on Machine Learning and Games
Machine Learning 63(3), June 2006.
- Johannes Fürnkranz and Bernhard Pfahringer
(eds.)
- Special Issue on First-Order Knowledge Discovery in Databases.
Applied Artificial Intelligence 12(5):345-361, July 1998.
Journal Articles
-
Michael Bowling, Johannes Fürnkranz, Thore Graepel,
Ron Musick.
- Guest
Editorial: Machine Learning and Games
Machine Learning 63(3), June 2006.
- Francesco Billari, Johannes Fürnkranz,
and Alexia Prskawetz
-
Timing, Sequencing, and Quantum of Life Course Events: a Machine Learning
Approach.
European Journal of Population, 22(1):37-65, 2006.
[Abstract]
[Draft]
- Johannes Fürnkranz and Peter Flach
- ROC 'n' rule learning -- towards a better understanding of covering algorithms.
Machine Learning, 58(1):39-77, 2005.
[Abstract]
[Draft]
- Johannes Fürnkranz
- Round Robin Ensembles.
Intelligent Data Analysis 7(5):385--404, 2003.
[Abstract]
[Draft]
- Johannes Fürnkranz
- Hyperlink Ensembles: A Case Study in Hypertext Classification.
Information Fusion 3(4):299-312, December 2002. Special Issue on Fusion of Multiple
Classifiers.
[Abstract]
[Draft]
- Johannes Fürnkranz, Christian Holzbaur,
and Robert Temel
- User Profiling for the Melvil Knowledge Retrieval System.
Applied Artificial Intelligence 16(4):243-281, April 2002.
[Abstract]
[Draft]
- Johannes Fürnkranz
- Round Robin
Classification.
Journal of Machine Learning Research 2:721-747, March 2002.
[Abstract]
[Draft]
- Klaus Kovar, Johannes Fürnkranz, Johann Petrak,
Bernhard Pfahringer, Robert Trappl, and Gerhard Widmer
- Searching for Patterns in Political Event Sequences: Experiments
with the KEDS Database.
Cybernetics and Systems, 31(6):649-668, 2000.
[Abstract] [Draft]
- Johannes Fürnkranz
- Separate-and-Conquer Rule Learning.
Artificial Intelligence Review 13(1):3-54, 1999.
[Abstract] [Draft]
- Johannes Fürnkranz
-
Integrative Windowing.
Journal of Artificial Intelligence Research, 8:129-164,
1998.
[Abstract]
- Franz-Günter Winkler and Johannes Fürnkranz
- A Hypothesis on the Divergence of AI Research.
International Computer Chess Association Journal 21(1):3-13,
March 1998.
[Preliminary Version]
- Johannes Fürnkranz and Bernhard Pfahringer
- Guest Editorial: First-Order Knowledge Discovery in Databases.
Applied Artificial Intelligence 12(5):345-361, 1998.
- Johannes Fürnkranz
- Pruning Algorithms for Rule Learning.
Machine Learning 27(2):139-171, May 1997.
[Abstract] [Draft]
- Johannes Fürnkranz, Johann Petrak, and Robert
Trappl
- Knowledge Discovery in International Conflict Databases.
Applied Artificial Intelligence 11(2):91-118, March 1997.
[Abstract] [Draft]
- Johannes Fürnkranz
- Machine Learning in Computer Chess: The Next Generation.
International Computer Chess Association Journal 19(3):147-161,
September 1996.
[Abstract] [Draft]
Theses
- Johannes Fürnkranz
- Inductive Rule Learning for Data and Web Mining.
Habilitation thesis, Vienna University of Technology, 2001.
[Extended Abstract]
- Johannes Fürnkranz
- Efficient Pruning
Methods for Relational Learning.
PhD thesis, Vienna University of Technology, 1994.
[Extended Abstract]
- Johannes Fürnkranz
- Induktives Lernen durch Generieren von Decision Trees.
Master's thesis, Vienna University of Technology, 1991. In German.
Papers in Refereed Conference Proceedings
- Frederik Janssen, Johannes Fürnkranz
- On Meta-Learning Rule Learning Heuristics
In Proceedings of the 7th IEEE Conference on Data Mining (ICDM-07), pp.529-534, Omaha, NE, 2007.
[Abstract]
[Draft]
- Sang-Hyeun Park, Johannes Fürnkranz
- Efficient Pairwise Classification
In Proceedings of the 18th European
Conference on Machine Learning (ECML-07), pp. 658-665, Warsawa, Poland, 2007.
Springer-Verlag.
[Long Version]
- Eyke Hüllermeier, Johannes Fürnkranz
- On Minimizing the Position Error in Label Ranking
In Proceedings of the 18th European
Conference on Machine Learning (ECML-07), pp. 583-590, Warsawa, Poland, 2007.
Springer-Verlag.
[Long Version]
- Jan-Nikolas Sulzmann, Johannes Fürnkranz, Eyke Hüllermeier
- On Pairwise Naive Bayes Classifiers
In Proceedings of the 18th European
Conference on Machine Learning (ECML-07), pp. 658-665, Warsawa, Poland, 2007.
Springer-Verlag.
- Klaus Brinker, Johannes Fürnkranz, Eyke Hüllermeier
-
A Unified Model for Multilabel
Classification and Ranking
In Proceedings of the 17th European Conference on Artificial Intelligence (ECAI-06), pp. 489-493,
Riva del Garda, Italy, 2006.
- Eyke Hüllermeier and Johannes
Fürnkranz
- Learning Label Preferences: Ranking Error versus Position Error
In Advances in Intelligent Data Analysis: Proceedings
of the 6th International Symposium (IDA-05), pp. 180-191.
Springer-Verlag, 2005.
[Abstract]
- Johannes Fürnkranz and Peter Flach
- An Analysis of Stopping and Filtering Criteria for
Rule Learning
In Proceedings of the 15th European
Conference on Machine Learning (ECML-04), pp.123-133, Pisa, Italy, 2004.
Springer-Verlag.
- Eyke Hüllermeier and Johannes Fürnkranz
- Comparison of Ranking Procedures in Pairwise Preference Learning
In Proceedings of the 10th International Conference on
Information Processing and Management of Uncertainty
in Knowledge-Based Systems (IPMU-04), Perugia, Italy, 2004.
- Eyke Hüllermeier and Johannes Fürnkranz
- Ranking by Pairwise Comparison: A Note on Risk Minimization
In Proceedings of the IEEE International Conference on
Fuzzy Systems (FUZZ-IEEE-04), Budapest, Hungary, 2004.
- Johannes Fürnkranz and Eyke Hüllermeier
- Pairwise Preference Learning and Ranking
In Proceedings of the 14th European
Conference on Machine Learning (ECML-03), Cavtat, Croatia, 2003.
Springer-Verlag.
[Abstract]
[Draft]
- Peter Savicky and Johannes Fürnkranz
-
- Combining Pairwise Classifiers with Stacking
In Proceedings of the 5th International Symposium on Intelligent Data Analysis (IDA-03),
Berlin, Germany, 2003.
- Johannes Fürnkranz and Peter Flach
- An Analysis of Rule Evaluation Metrics.
In Proceedings of the 20th International
Conference on Machine Learning (ICML-03), Washington, 2003.
Morgan Kaufmann.
[Abstract]
[Extended Draft]
- Johannes Fürnkranz
- A Pathology of Bottom-Up Hill-Climbing in Inductive Rule Learning
In Proceedings of the 13th International Conference on Algorithmic Learning Theory (ALT-02),
pp. 263-277, Lübeck, Germany, 2002. Springer-Verlag.
[Abstract]
[Draft]
- Johannes Fürnkranz
- Pairwise Classification as an Ensemble Technique
In Proceedings of the 13th European
Conference on Machine Learning (ECML-02), pp.97-110, Helsinki, Finland, 2002.
Springer-Verlag.
[Abstract]
[Draft]
- Hendrik Blockeel, Johannes Fürnkranz, Alexia
Prskawetz, Francesco C. Billari
- Detecting Temporal Change in Event Sequences:
An Application to Demographic Data
In L. De Raedt and A. Siebes (Eds.), Proceedings of the 5th European
Conference on Principles of Data Mining and Knowledge Discovery (PKDD-01),
pp. 29-41, Freiburg, Germany. Springer-Verlag 2001.
[Abstract] [Draft]
- Alexander K. Seewald and Johannes Fürnkranz
- An Evaluation of Grading Classifiers.
In Advances in Intelligent Data Analysis: Proceedings
of the 4th International Symposium (IDA-01), pp. 115-124, Lisbon,
Portugal. Springer-Verlag 2001.
[Abstract] [Draft]
- Johannes Fürnkranz
- Round Robin Rule Learning.
In C. Brodley and A. Danyluk (Eds.), Proceedings of the 18th International
Conference on Machine Learning (ICML-01), pp. 146-153, Williamstown,
MA, 2001. Morgan Kaufmann.
[Abstract] [Draft]
- Johannes Fürnkranz, Bernhard Pfahringer, Hermann
Kaindl, Stefan Kramer
- Learning to Use Operational Advice.
In W. Horn (ed.), Proceedings of the 14th European Conference on
Artificial Intelligence (ECAI-00), pp. 291-295, Berlin, 2000.
[Preliminary Version]
- Johannes Fürnkranz
- Exploiting Structural Information for Text
Classification on the WWW.
In D.J. Hand, J.N. Kok, and M.R. Berthold (eds.) Advances in Intelligent
Data Analysis: Proceedings of the 3rd Symposium (IDA-99), pp. 487-497,
Amsterdam, Netherlands. Lecture Notes in Computer Science 1642, Springer-Verlag,
1999.
[Preliminary Version]
- Johannes Fürnkranz
- Noise-Tolerant Windowing.
In Proceedings of the 15th International Joint Conference on Artificial
Intelligence (IJCAI-97), pp. 852-857, Nagoya, Japan, 1997. Morgan
Kaufmann.
[Abstract] [Draft]
- Johannes Fürnkranz
- More Efficient Windowing.
In Proceedings of the 14th National Conference on Artificial Intelligence
(AAAI-97), pp. 509-514, Providence, RI, 1997. AAAI Press.
[Abstract] [Draft]
- Robert Trappl, Johannes Fürnkranz, and Johann
Petrak
- Digging for Peace: Using Machine Learning
Methods for Assessing International Conflict Databases.
In W. Wahlster (ed.), Proceedings of the 12th European Conference
on Artificial Intelligence (ECAI-96), pp. 453-457, Budapest, Hungary,
1996. John Wiley & Sons.
[Abstract] [Draft]
- Johannes Fürnkranz
- A Tight Integration of Pruning and Learning
(Extended Abstract).
In N. Lavrac and S. Wrobel (eds.), Proceedings of the 8th European
Conference on Machine Learning (ECML-95), pp. 291-294, Crete, Greece,
1995. Springer-Verlag.
[Abstract] [Full Paper]
- Johannes Fürnkranz and Gerhard Widmer
- Incremental Reduced Error Pruning.
In W. Cohen and H. Hirsh (eds.), Proceedings of the 11th International
Conference on Machine Learning (ML-94), pp. 70-77, New Brunswick,
NJ, 1994. Morgan Kaufmann.
[Abstract] [Draft]
- Johannes Fürnkranz
- Top-down pruning in relational learning
.
In A.G. Cohn (ed.), Proceedings of the 11th European Conference
on Artificial Intelligence (ECAI-94), pp. 453-457, Amsterdam, The
Netherlands, 1994. John Wiley & Sons.
[Abstract] [Draft]
- Johannes Fürnkranz
- FOSSIL: A robust relational learner.
In F. Bergadano and L. De Raedt (eds.), Proceedings of the 7th European
Conference on Machine Learning (ECML-94), pp. 122-137, Catania,
Italy, 1994. Springer-Verlag.
[Abstract] [Extended Version]
Book Chapters and Papers in Printed Workshop Proceedings
- Herve Utard and Johannes
Fürnkranz
-
Link-local Features for Hypertext Classification.
In B. Berendt, M. Grobelnik, A. Hotho, D. Mladenic,
G. Semeraro, M. van Someren, M. Spiliopoulou, G. Stumme, and
V. Svatek (eds.) Semantics, Web and Mining, pp. 51-64,
Springer-Verlag, 2006.
[Abstract]
[Draft]
- Daniel Druckman and Richard Harris and Johannes Fürnkranz
- Modeling International Negotiation: Statistical and
Machine Learning Applications
In R. Trappl (ed.), Programming for Peace: Computer-Aided Methods for
International Conflict Resolution and Prevention, Springer-Verlag, 2006.
- Johannes Fürnkranz
- Web Mining
In O. Maimon and L. Rokach (eds.), Data Mining and Knowledge
Discovery Handbook, pp. 899-920, Springer-Verlag, 2005.
- Johannes Fürnkranz
- From Local to Global Patterns:
Evaluation Issues in Rule Learning Algorithms
In K. Morik, J.-F.Boulicaut, and A. Siebes (eds.) Local
Pattern Detection, pp. 20-38, Springer-Verlag, 2005.
- Francesco C. Billari, Alexia Prskawetz, Johannes Fürnkranz
- On the Cultural Evolution of Age-at-Marriage Norms.
In F. Billari and A. Prskawetz (eds.) Agent-Based
Computational Demography, pp. 139-157, 2003. Physica-Verlag.
[Abstract]
[Draft]
- Johannes Fürnkranz
- Machine Learning in Game Playing: A Survey.
In J. Fürnkranz and M. Kubat (eds.), Machines that Learn to
Play Games, pp.11-59, Nova Science Publishers, 2001.
[Abstract] [Draft]
- Robert Trappl, Johannes Fürnkranz, Johann
Petrak, and Jacob Bercovitch
- Machine Learning and Case-based Reasoning: Their Potential Role
in Preventing the Outbreak of Wars or in Ending Them.
In G. della Riccia, H.-J. Lenz, and R. Kruse (eds.), Learning, Networks
and Statistics: Proceedings of the ISSEK-96 Workshop, pp. 209-225,
1997. Springer-Verlag, Wien/New York.
[Abstract] [Draft]
Workshop Proceedings Edited
- M. Bauer, B. Brandherm, J.
Fürnkranz, G. Grieser, A. Hotho, A. Jedlitschka, and
A. Kröner (eds.)
-
Proceedings of the LWA 2005, Lernen Wissensentdeckung Adaptivität.
Saarland University, Saarbrücken, Germany, 2005.
- Johannes Fürnkranz (ed.)
-
Proceedings of the ECML/PKDD Workshop on Advances in Inductive Rule Learning
Pisa, Italy, 2004.
- Eyke Hüllermeier and Johannes Fürnkranz
- Preference Learning: Models, Methods, Applications - Proceedings of the KI-2003 Workshop
26th German Conference on Artificial Intelligence, Hamburg, Germany, 2003.
- Johannes Fürnkranz and Miroslav Kubat
- Proceedings of the ICML-99 Workshop
on Machine Learning in Game Playing
16th International Conference on Machine Learning, Bled, Slovenia, 1999.
- Bernhard Pfahringer and Johannes Fürnkranz
- Proceedings of the MLnet Familiarization Workshop
on Data Mining with Inductive Logic Programming (ILP for KDD)
13th International Conference on Machine Learning, Bari, Italy, 1996.
Papers in Workshop Proceedings
- Frederik Janssen, Johannes Fürnkranz
- Meta-Learning a Rule Learning Heuristic.
In P. Brazdil and A. Bernstein (eds.) Proceedings of the ECML/PKDD-07 Workshop on Planning to Learn (PlanLearn-07)
Warsaw, Poland, 2007.
[Extended Version]
- Frederik Janssen, Johannes Fürnkranz
- On Trading Off Consistency and Coverage in Inductive Rule Learning.
In Proceedings of the LWA 2006, Lernen
Wissensentdeckung Adaptivität, pp.306-3313. Hildesheim, Germany, 2006.
- Herve Utard and Johannes
Fürnkranz
-
Link-local Features for Hypertext Classification.
In Proceedings of the European Web Mining Forum
(EWMF-05): Workshop at ECML/PKDD-05, pp. 40-51, Porto, 2005.
- Eyke Hüllermeier and Johannes
Fürnkranz and Jürgen Beringer
- On Position Error and Label Ranking through Iterated
Choice.
In Proceedings of the LWA 2005, Lernen
Wissensentdeckung Adaptivität, pp. 158-163. Saarbrücken, Germany, 2005.
- Johannes Fürnkranz
- Modeling Rule Precision
In Proceedings of the ECML/PKDD Workshop on Advances in Inductive Rule Learning, Pisa, Italy, 2004.
- Johannes Fürnkranz
- Modeling Rule Precision
In Lernen - Wissensentdeckung - Adaptivität. Proceedings
of the LWA-04 Workshops, pp. 147-154, Berlin, Germany.
2004.
- Johannes Fürnkranz and Johann Petrak
-
An Evaluation of Landmarking Variants.
In Proceedings of the ECML/PKDD Workshop on Integrating Aspects
of Data Mining, Decision Support and Meta-Learning (IDDM-2001), pp.
57-68, Freiburg, 2001.
[Abstract] [Longer Version]
- Bernhard Pfahringer, Hermann Kaindl, Stefan Kramer,
and Johannes Fürnkranz
-
Learning to Make Good Use of Operational Advice
In J. Fürnkranz & M. Kubat (eds.) Proceedings of the ICML-99
Workshop on Machine Learning in Game Playing, Bled, Slovenia, 1999.
- Johannes Fürnkranz, Tom Mitchell,
and Ellen Riloff
- A Case Study in Using Linguistic Phrases
for Text Categorization on the WWW.
In M. Sahami (ed.) Learning for Text Categorization: Papers from
the 1998 AAAI/ICML Workshop, pp. 5-13, Madison, WI, 1998. AAAI Press.
- Johannes Fürnkranz
-
Dimensionality Reduction in ILP: A Call to Arms.
In L. De Raedt and S. Muggleton (eds.), Proceedings of the IJCAI-97
Workshop on Frontiers of Inductive Logic Programming, pp. 81-86, Nagoya,
Japan, 1997.
[Abstract]
- Franz-Günter Winkler and Johannes Fürnkranz
-
On Effort in AI Research: A Description Along Two Dimensions.
In R. Morris (ed.), Deep Blue Versus Kasparov: The Significance for
Artificial Intelligence: Papers from the 1997 AAAI Workshop, pp. 56-62,
Providence, RI, 1997. AAAI Press.
[Abstract]
- Johannes Fürnkranz
-
Pruning methods for rule learning algorithms.
In S. Wrobel (ed.), Proceedings of the 4th International Workshop
on Inductive Logic Programming (ILP-94), pp. 321-336, Bad Honnef,
Germany, 1994. GMD-Studien #237.
[Abstract]
- Johannes Fürnkranz
-
A comparison of pruning methods for relational concept learning.
In U. Fayyad and R. Uthurusamy (eds.), Knowledge Discovery in Databases:
Papers from the 1994 AAAI Workshop (KDD-94), pp. 371-382, Seattle,
WA, 1994. AAAI Press.
[Abstract]
- Johannes Fürnkranz
-
Avoiding noise fitting in a FOIL-like learning algorithm.
In Proceedings of the IJCAI-93 Workshop on Inductive Logic Programming
, pp. 14-23, Chambery, France, 1993.
[Abstract]
Short Scientific Articles
- Johannes Fürnkranz
- Recent Advances in Machine Learning and Game Playing
ÖGAI-Journal 26(2), 2007.
- Johannes Fürnkranz and Eyke Hüllermeier
- Preference Learning
Künstliche Intelligenz, 19(1):60-61, 2005.
[Draft]
- Johannes Fürnkranz
- Web Structure Mining - Exploiting the Graph Structure of the World-Wide Web
ÖGAI-Journal 21(2):17-26, 2002.
[Abstract]
- Johannes Fürnkranz
- A Brief Introduction to Knowledge Discovery
in Databases.
ÖGAI-Journal 14(4):14-17, 1995.
- Johannes Fürnkranz
- Efficient Pruning Methods for Relational Learning (Extended Thesis
Abstract).
AI Communications 8(2):105-106, 1995.
- Johannes Fürnkranz
- Inductive Logic Programming (A Short
Introduction and a Thesis Abstract).
ÖGAI-Journal 13(3-4):3-8, 1994.
Technical Reports (Not Published Elsewhere)
- Johannes Fürnkranz, Johann Petrak, Pavel Brazdil,
and Carlos Soares
-
On the Use of Fast Subsampling Estimates for Algorithm Recommendation.
Technical Report OEFAI-TR-2002-36, Austrian Research Institute for Artificial
Intelligence, 2002.
[Abstract]
- Johannes Fürnkranz
-
A Study Using n-gram Features for Text Categorization.
Technical Report OEFAI-TR-98-30, Austrian Research Institute for Artificial
Intelligence, 1998.
[Abstract]
- Johannes Fürnkranz
-
Using Links for Classifying Web-Pages.
Technical Report OEFAI-TR-98-29, Austrian Research Institute for Artificial
Intelligence, 1998.
[Abstract]
- Johannes Fürnkranz
- Knowledge Discovery in Chess Databases:
A Research Proposal.
Technical Report OEFAI-TR-97-33, Austrian Research Institute for Artificial
Intelligence, 1997.
- Johannes Fürnkranz, Johann Petrak, Robert
Trappl, and Jacob Bercovitch
-
Machine learning methods for international conflict databases: A case
study in predicting mediation outcome.
Technical Report OEFAI-TR-94-33, Austrian Research Institute for Artificial
Intelligence, 1994.
[Abstract]
- Johann Petrak, Robert Trappl, and Johannes
Fürnkranz
-
The potential contribution of AI to the avoidance of crises and wars:
Using CBR methods with the KOSIMO database of conflicts.
Technical Report OEFAI-TR-94-32, Austrian Research Institute for Artificial
Intelligence, 1993.
[Abstract]
- Johannes Fürnkranz
-
The role of qualitative knowledge in machine learning.
Technical Report OEFAI-TR-93-09, Austrian Research Institute for Artificial
Intelligence, 1993.
[Abstract]
Conference Reports
- Johannes Fürnkranz and Miroslav Kubat
- Workshop Report: Machine
Learning in Game Playing.
International Computer Chess Association Journal 22(3):178,179,165.
1999.
- Stefan Kramer and Johannes Fürnkranz
- Bericht über ILP-98, ICML-98 und AAAI-98.
ÖGAI-Journal 17(3):2-9, 1998. In German.
- Johannes Fürnkranz
- Bericht über IJCAI-97 und AAAI-97.
ÖGAI-Journal 16(3):30-33, 1997. In German.
- Bernhard Pfahringer and Johannes Fürnkranz
- Summary of the Workshop on
ILP for KDD.
MLnet News 4(2):16, November 1996.
ILP Newsletter 4(1), March 1997.
- Johannes Fürnkranz
- Bericht über The 11th International Conference on Machine
Learning (ML-94).
ÖGAI-Journal 13(2):3-4, 1994. In German.
- Johannes Fürnkranz
- Bericht über The 13th International Joint Conference on Artificial
Intelligence (IJCAI-93).
ÖGAI-Journal 12(1-2):10-12, 1993. In German.
Other Publications
- Johannes Fürnkranz
- Bibliography on
Machine Learning in Strategic Game Playing
Web-Site, 1995-
Unpublished
- Robert Trappl, Johann Petrak, and Johannes Fürnkranz
- The potential contribution of AI to the avoidance of crises and
wars: Bibliography.
Unpublished Manuscript, 1994.
- Johannes Fürnkranz, Johann Petrak, and Robert
Trappl
- The potential contribution of AI to the avoidance of crises and
wars: International conflict databases and machine learning.
Unpublished Manuscript, July 1994.
- Johannes Fürnkranz
- Application of machine learning methods to the KOSIMO database.
Paper presented at the International Workshop on the Potential
Contribution of Artificial Intelligence to the Avoidance of Crises and
Wars, Vienna, November 1993.
- Johannes Fürnkranz
- A numerical analysis of the KRK domain.
Working Note, 1993.
- Johannes Fürnkranz
- Explanation-Based Learning in der Domäne Schach.
Unpublished Manuscript, 1990. In German.