19992020

Research output per year

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Research Output

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Conference article in proceeding
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

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

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

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

6 Downloads (Pure)

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

A Direct Policy-Search Algorithm for Relational Reinforcement Learning

Sarjant, S., Pfahringer, B., Driessens, K. & Smith, T., 2014, Inductive Logic Programming: 23rd International Conference, ILP 2013, Rio de Janeiro, Brazil, August 28-30, 2013, Revised Selected Papers. p. 76-92 17 p. (Lecture Notes in Computer Science, Vol. 8812).

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

4 Downloads (Pure)

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

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

8 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
114 Downloads (Pure)

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

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

4 Downloads (Pure)
2011

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

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
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
149 Downloads (Pure)
2006

Using weighted nearest neighbor to benefit from unlabeled data

Driessens, K., Reutemann, P., Pfahringer, B. & Leschi, C., 2006, Advances in Knowledge Discovery and Data Mining: Proceedings of the 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2006). Keong Ng, W., Kitsuregawa, M., Li, J. & Chang, K. (eds.). Springer, p. 60-69 (Lecture Notes in Computer Science, Vol. 3918).

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