19992018
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Research Output 1999 2018

2018

Adapting to Concept Drift in Credit Card Transaction Data Streams Using Contextual Bandits and Decision Trees

Soemers, D. J. N. J., Brys, T., Driessens, K., Winands, M. H. M. & Nowé, A., 2018, Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, New Orleans, Louisiana, USA, February 2-7, 2018: The Thirtieth AAAI Conference on Innovative Applications of Artificial Intelligence (IAAI-18). AAAI Press, p. 7831-7836

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Open Access
2017

Detection of Atrial Fibrillation Episodes from short single lead recordings by means of ensemble learning

Bonizzi, P., Driessens, K. & Karel, J., 1 Sep 2017, Computing in Cardiology. Rennes, France

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademic

Open Access

Discovering Hidden Course Requirements and Student Competences from Grade Data

Houbraken, M., Sun, C., Smirnov, E. & Driessens, K., 2017, Adjunct Publication of the 25th Conference on User Modeling, Adaptation and Personalization. New York, NY, USA: ACM, p. 147-152 6 p. (UMAP '17).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Open Access

Introduction to the special issue dedicated to the Journal Track of ECML PKDD 2017

Driessens, K., Kocev, D., Robnik-Sikonja, M. & Spiliopoulou, M., Oct 2017, In : Machine Learning. 106, 9-10, p. 1243-1244 2 p.

Research output: Contribution to journalEditorialAcademic

Open Access

Introduction to the special issue dedicated to the Journal Track of ECML PKDD 2017

Driessens, K., Kocev, D., Robnik-Sikonja, M. & Spiliopoulou, M., Sep 2017, In : Data Mining and Knowledge Discovery. 31, 5, p. 1155-1156 2 p.

Research output: Contribution to journalEditorialAcademic

Open Access

Simultaneous Ensemble Generation and Hyperparameter Optimization for Regression

Roschewitz, D., Driessens, K. & Collins, P., 2017, Artificial Intelligence: BNAIC 2017. Verheij, B. & Wiering, M. (eds.). Springer, Vol. 823. p. 116-130 (Communications in computer and information science, Vol. 823).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Starting research from real-life problems: collaboration with societal and industrial partners.

Zeiss, R. & Driessens, K., 2017, The UM Handbook for PBL & Research Skills.. Jansen, W., Sitzia, E., de Jong, N., Zeiss, R. & Hazen, H. (eds.). Maastricht: EDLAB, p. 20-31

Research output: Chapter in Book/Report/Conference proceedingChapterProfessional

Open Access

Testing Exchangeability for Transfer Decision

Zhou, S., Smirnov, E., Schoenmakers, G., Driessens, K. & Peeters, R., 1 Mar 2017, In : Pattern Recognition Letters. 88, p. 64-71 8 p.

Research output: Contribution to journalArticleAcademicpeer-review

UMAP 2017 EdRecSys Workshop Organizers' Welcome & Organization

Driessens, K., Koprinska, I., Santos, O. C., Smirnov, E., Yacef, K. & Zaiane, O., 2017, Adjunct Publication of the 25th Conference on User Modeling, Adaptation and Personalization.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademic

2016

A Data Driven Similarity Measure and Example Mapping Function for General , Unlabelled Data Sets

Lejeune, D. & Driessens, K., 2016, Proceedings of the 22nd European Conference on Artificial Intelligence (ECAI'16). p. 158-166 9 p. (Proceedings of the 22nd European Conference on Artificial Intelligence (ECAI'16)).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

A Wavelet-based Encoding for Neuroevolution

van Steenkiste, S., Koutnik, J., Schmidhuber, J. & Driessens, K., 2016, Proceedings of the Genetic and Evolutionary Computation Conference. p. 517-524

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

2015
4 Downloads (Pure)

A Non-parametric Conformity-Based Test for Transfer Decisions

Zhou, S., Smirnov, E. N., Schoenmakers, G., Peeters, R. & Driessens, K., 2015, Proceedings of the 27th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2015). Vietri sul Mare, Italy, p. 628-635 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

9 Citations (Scopus)

Factored four way conditional restricted Boltzmann machines for activity recognition

Mocanu, D. C., Bou Ammar, H., Lowet, D., Driessens, K., Liotta, A., Weiss, G. & Tuyls, K., 15 Nov 2015, In : Pattern Recognition Letters. 66, p. 100-108 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

60 Downloads (Pure)

Innovation Lab @ KU Leuven: Education, Engineering and Artificial Intelligence

Meert, W., Nys, V., Theunis, R., Fannes, T., Ingels, M., Guns, T., Broeck, G. V. D., Driessens, K., Schreye, D. D. & Verhelst, M., 2015

Research output: Other contribution

File

Largest Source Subset Selection for Instance Transfer

Zhou, S., Schoenmakers, G., Smirnov, E. N., Peeters, R., Driessens, K. & Chen, S., 2015, Proceedings of The 7th Asian Conference on Machine Learning. Hong Kong, China, p. 423-438 16 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

2014
2 Downloads (Pure)

A Direct Policy-Search Algorithm for Relational Reinforcement Learning

Sarjant, S., Pfahringer, B., Driessens, K. & Smith, T., 2014, Proceedings of the International Conference on Inductive Logic Programming (ILP 2014). Vol. 8812. p. 76-92 17 p. (Lecture Notes in Artificial Intelligence).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

An automated measure of mdp similarity for transfer in reinforcement learning

Bou Ammar, H., Driessens, K., Eaton, E., Taylor, M. E., Mocanu, D. C., Weiss, G. & Tuyls, K., 2014, Machine Learning for Interactive Systems: Papers from the AAAI-14 Workshop.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademic

Predicting Pseudo-Random Behaviour in Professional Sports

Kauschinger, M. & Driessens, K., 2014, Proceedings of the 26th Benelux Conference on Artificial Intelligence.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

2013
8 Citations (Scopus)
4 Downloads (Pure)

Automatically Mapped Transfer Between Reinforcement Learning Tasks via Three-Way Restricted Boltzmann Machines

Ammar, H. B., Mocanu, D. C., Taylor, M. E., Driessens, K., Tuyls, K. & Weiss, G., 2013, Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD 2013). Vol. 8189. p. 449-464 16 p. (Lecture Notes in Computer Science).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

104 Downloads (Pure)

Automatically Mapped Transfer Between Reinforcement Learning Tasks via Three-Way Restricted Boltzmann Machines (Abstract)

Ammar, H. B., Mocanu, D. C., Taylor, M. E., Driessens, K., Tuyls, K. & Weiss, G., 2013, Proceedings of the 25th Benelux Conference on Artificial Intelligence (BNAIC 2013).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

File

Automatic Transfer Between Negotiation Tasks

Chen, S., Ammar, H. B., Driessens, K., Tuyls, K. & Weiss, G., 2013, Proceedings of the Autonomous Learning Agents (ALA) workshop at AAMAS 2013. Saint Paul, Minnesota, USA

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

2012

Reinforcement Learning Transfer Using a Sparse-Coded Inter-Task Mapping (extended abstract)

Ammar, H. B., Taylor, M. E., Tuyls, K., Driessens, K. & Weiss, G., 2012, Proceedings of the 24th Benelux Conference on Artificial Intelligence (BNAIC 2012). Uiterwijk, J. W. H. M., Roos, N. & Winands, M. H. M. (eds.). Maastricht: Department of Knowledge Engineering, Maastricht University, p. 283-284

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

2 Downloads (Pure)

Reinforcement Learning Transfer via Sparse Coding

Ammar, H. B., Tuyls, K., Driessens, K. & Weiss, G., 2012, Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2012). Valencia, Spain, p. 383-390 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

2011
2 Citations (Scopus)

Adaptive Windowing for Online Learning from Multiple Inter-related Data Streams

Ikonomovska, E., Driessens, K., Dzeroski, S. & Gama, J., 2011, IEEE 11th International Conference on Data Mining Workshops. Vancouver, Canada, p. 697-704 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

104 Downloads (Pure)

Automatic Discretization of Actions and States in Monte-Carlo Tree Search

Broeck, G. V. D. & Driessens, K., 1 Sep 2011, Proceedings of the ECML workshop on Machine Learning and Data Mining in Games. Croonenborghs, T., Driessens, K. & Misura, O. (eds.).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

File

ECML Workshop on Machine Learning and Data Mining in Games

Croonenborghs, T. (ed.), Driessens, K. (ed.) & Misura, O. (ed.), 1 Sep 2011, Only electronically.

Research output: Book/ReportReportProfessional

2 Citations (Scopus)
116 Downloads (Pure)

Using the online cross-entropy method to learn relational policies for playing different games

Sarjant, S., Pfahringer, B., Driessens, K. & Smith, T., 2011, IEEE Conference on Computational Intelligence and Games (CIG 2011). Seoul, South Korea, p. 182-189 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

File
2010
1 Citation (Scopus)

Learning with Whom to Communicate Using Relational Reinforcement Learning

Ponsen, M. J. V., Croonenborghs, T., Tuyls, K., Ramon, J., Driessens, K., Herik, H. J. V. D. & Postma, E. O., 2010, Interactive Collaborative Information Systems. Babuska, R. & Groen, F. C. A. (eds.). Springer, p. 45-63 19 p. (Studies in Computational Intelligence).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2006
21 Citations (Scopus)

Graph kernels and Gaussian processes for relational reinforcement learning

Driessens, K., Ramon, J. & Gaertner, T., Sep 2006, In : Machine Learning. 64, 1-3, p. 91-119

Research output: Contribution to journalArticleAcademicpeer-review

20 Citations (Scopus)

Using weighted nearest neighbor to benefit from unlabeled data

Driessens, K., Reutemann, P., Pfahringer, B. & Leschi, C., 2006, Lecture Notes in Computer Science: Proceedings of the 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2006). Vol. 3918. p. 60-69 (Lecture Notes in Artificial Intelligence).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

2004
34 Citations (Scopus)

Integrating guidance into relational reinforcement learning

Driessens, K. & Dzeroski, S., Dec 2004, In : Machine Learning. 57, 3, p. 271-304

Research output: Contribution to journalArticleAcademicpeer-review

2001
166 Citations (Scopus)

Relational reinforcement learning

Dzeroski, S., De Raedt, L. & Driessens, K., 2001, In : Machine Learning. 43, 1-2, p. 7-52

Research output: Contribution to journalArticleAcademicpeer-review

Relational reinforcement learning

Driessens, K., 2001, MULTI-AGENT SYSTEMS AND APPLICATIONS. Vol. 2086. p. 271-280 (Lecture Notes in Artificial Intelligence).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

1999
1 Citation (Scopus)

Inductive verification and validation of the KULRoT RoboCup team

Driessens, K., Jacobs, N., Cossement, N., Monsieurs, P. & De Raedt, L., 1999, ROBOCUP-98: ROBOT SOCCER WORLD CUP II. Vol. 1604. p. 193-206 (Lecture Notes in Artificial Intelligence).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic