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  • 2021

    Combining Mental Models with Neural Networks

    Mąka, P., Jansen, J., Antoniou, T., Bahne, T., Müller, K., Türktas, C., Roos, N. & Driessens, K., 2021, Proceedings of BNAIC/BeneLearn 2021: 33rd Benelux Conference on Artificial Intelligence and the 30th Belgian Dutch Conference on Machine Learning BNAIC/BENELEARN. p. 256-270 15 p.

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

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  • Explainable AI through the Learning of Arguments

    Bei, J., Pomerenke, D., Schreiner, L., Sharbaf, S., Collins, P. & Roos, N., 2021, Proceedings of BNAIC/BeneLearn 2021: 33rd Benelux Conference on Artificial Intelligence and the 30th Belgian Dutch Conference on Machine Learning BNAIC/BENELEARN. p. 241-255 15 p.

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

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  • 2019

    Conformal Prediction for Students' Grades in a Course Recommender System

    Morsomme, R. & Smirnov, E., 2019, Proceedings of Machine Learning Research: Conformal and Probabilistic Prediction and Applications, 9-11 September 2019, Golden Sands, Bulgaria. Vol. 105. p. 196-213 (Proceedings of Machine Learning Research).

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

  • Ensembles based on conformal instance transfer

    Zhou, S., Smirnov, E. & Schoenmakers, G., 2019, Proceedings of Machine Learning Research: Conformal and Probabilistic Prediction and Applications, 9-11 September 2019, Golden Sands, Bulgaria. Vol. 105. p. 23-42 (Proceedings of Machine Learning Research).

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

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  • Ensembles based on Conformal Instance Transfer

    Zhou, S., Smirnov, E., Schoenmakers, G., Gammerman, A., Vovk, V. & Luo, Z., 2019, CONFORMAL AND PROBABILISTIC PREDICTION AND APPLICATIONS, VOL 105. JMLR - Journal of Machine Learning Research , Vol. 105. 20 p. (Proceedings of Machine Learning Research, Vol. 105).

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

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  • Explainable robotics applied to bipedal walking gait development

    Roos, N. & Sun, Z., 1 Jan 2019, Proceedings of the Reference AI & ML Conference for Belgium, Netherlands & Luxemburg: 31st Benelux Conference on Artificial Intelligence and the 28th Belgian Dutch Conference on Machine Learning, BNAIC/BENELEARN 2019. Vol. 2491. 153783. (CEUR Workshop Proceedings).

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

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  • ONECG: Online Negotiation Environment for Coalitional Games

    Chen, S., Cui, Y., Shang, C., Hao, J. & Weiss, G., 2019, Proceedings of the 18th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2019). p. 2348-2350 3 p.

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

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  • 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). The Association for the Advancement of Artificial Intelligence , p. 7831-7836 6 p.

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

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  • An Ensemble Approach to Time Dependent Classification

    van Daalen, F., Smirnov, E., Davarzani, N., Peeters, R., Karel, J. & Brunner-La Rocca, H., 20 Dec 2018, 17th IEEE International Conference on Machine Learning and Applications. IEEE, 5 p.

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

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  • Conformal feature-selection wrappers for instance transfer

    Zhou, S., Smirnov, E., Schoenmakers, G., Peeters, R. & Jiang, T., 2018, Proceedings of the 7th Symposium on Conformal and Probabilistic Prediction and Applications, COPA 2018, 11-13 June 2018, Maastricht, The Netherlands.. Proceedings of Machine Learning Research, Vol. 91. p. 96-113 18 p.

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

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  • Conformal stacked weather forecasting

    Neeven, J. & Smirnov, E., 2018, Proceedings of the 7th Symposium on Conformal and Probabilistic Prediction and Applications, COPA 2018, 11-13 June 2018, Maastricht, The Netherlands.. Proceedings of Machine Learning Research, Vol. 91. p. 220-233 14 p.

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

  • Ensemble Cross-Conformal Prediction

    Beganovic, D., Smirnov, E., Tong, H., Li, Z., Zhu, F. & Yu, J., 2018, 2018 18TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOPS (ICDMW). IEEE, p. 870-877 8 p.

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

  • Evaluating the adoption of Physical Board Game Ludo as Serious Game for Assessing Cognitive Abilities of Players

    Schmitt, F., Mariyam Christopher, S., Tumanov, K., Weiss, G. & Möckel, R., 2018, 4th Joint International Conference on Serious Games. p. 30-42

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

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  • Evaluating the Adoption of the Physical Board Game Ludo for Automated Assessments of Cognitive Abilities

    Schmitt, F., Christopher, S. M., Tumanov, K., Weiss, G. & Mockel, R., 2018, Joint International Conference on Serious Games, JSCG 2018, SERIOUS GAMES. Göbel, S., Garcia-Agundez, A., Tregel, T., Ma, M., Baalsrud Hauge, J., Oliviera, M., Marsh, T. & Caserman, P. (eds.). Springer, Vol. 11243. p. 30-42 13 p. (Lecture Notes in Computer Science, Vol. 11243).

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

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  • Learning-Based Diagnosis and Repair

    Roos, N., 2018, Artificial Intelligence: 29th Benelux Conference, BNAIC 2017, Groningen, The Netherlands, November 8–9, 2017, Revised Selected Papers. Verheij, B. & Wiering, M. (eds.). Springer, Cham, p. 1-15 15 p. (Communications in Computer and Information Science, Vol. 823).

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

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  • Towards Affect Recognition through Interactions with Learning Materials

    Ghaleb, E., Popa, M., Hortal, E., Asteriadis, S., Weiss, G., Wani, M. A., Kantardzic, M., Sayedmouchaweh, M., Gama, J. & Lughofer, E., 2018, 2018 17th IEEE International Conference on Machine Learning and Applications (ICMLA). IEEE, p. 372-379 8 p.

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

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  • 2017

    Detecting Hacked Twitter Accounts based on Behavioural Change

    Nauta, M., Habib, M. & Keulen, M. V., 2017, Proceedings of the 13th International Conference on Web Information Systems and Technologies. p. 19-31

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

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  • Detection of Atrial Fibrillation Episodes from Short Single Lead Recordings by Means of Ensemble Learning

    Bonizzi, P., Driessens, K. & Karel, J., 1 Sept 2017, Computing in Cardiology. Rennes, France: IEEE Computer Society, 4 p. (Computing in Cardiology Conference, Vol. 44).

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

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  • 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: The Association for Computing Machinery, p. 147-152 6 p. (UMAP '17).

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

  • Multi-Agent Parking Place Simulation

    Vrancken, T., Tenbrock, D., Reick, S., Bozhinovski, D., Weiss, G. & Spanakis, G., 3 Jun 2017, Advances in Practical Applications of Cyber-Physical Multi-Agent Systems: The PAAMS Collection. Demazeau, Y., Davidsson, P., Bajo, J. & Vale, Z. (eds.). Springer, p. 272-283 12 p. (Lecture Notes in Computer Science, Vol. 10349).

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

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  • 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

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  • 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

  • What Does Twitter Tell Us About Tourists' Mobility Behavior? A Case Study on Tourists in The Netherlands and Belgium

    Habib, M. B. & Krol, N. C., 2017, 21st Pacific Asia Conference on Information Systems, PACIS 2017, Langkawi, Malaysia, July 16-20, 2017. p. 34 1 p.

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

  • 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

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  • AMSOM: Adaptive Moving Self-organizing Map for Clustering and Visualization

    Spanakis, G. & Weiss, G., 2016, Proceedings of the 8th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART, 129-140, 2016 , Rome, Italy. van den Herik, J. & Filipe, J. (eds.). Sitepress Digital Library, Vol. 2. p. 129-140

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

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  • An EM based approach for motion segmentation of video sequence

    Zhao, W. & Roos, N., 2016, International Conferences in Central Europe on Computer Graphics, Visualization and Computer Vision (WSCG). Pan, Z. & Skala, V. (eds.). Vaclav Skala Union Agency, p. 61-69 9 p. (Computer Science Research Notes, Vol. 2601).

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

  • A Wavelet-based Encoding for Neuroevolution

    van Steenkiste, S., Koutnik, J., Driessens, K. & Schmidhuber, J., 2016, Proceedings of the Genetic and Evolutionary Computation Conference. Association for Computing Machinery (ACM), p. 517-524 8 p.

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

  • Bagged Boosted Trees for Classification of Ecological Momentary Assessment Data

    Spanakis, G., Weiss, G. & Roefs, A., 2016, ECAI 2016 - 22nd European Conference on Artificial Intelligence, 29 August-2 September 2016, The Hague, The Netherlands - Including Prestigious Applications of Artificial Intelligence (PAIS 2016). p. 1612-1613 2 p.

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

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  • Decision Trees for Instance Transfer

    Zhou, S., Smirnov, E., Schoenmakers, G. & Peeters, R., 2016, Conformal and Probabilistic Prediction with Applications. COPA 2016. Gammerman, A., Luo, Z., Vega, J. & Vovk, V. (eds.). Springer, Cham, p. 116-127 (Lecture Notes in Computer Science, Vol. 9653).

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

  • Enhancing Classification of Ecological Momentary Assessment Data Using Bagging and Boosting

    Spanakis, G., Weiss, G. & Roefs, A., 6 Nov 2016, IEEE 28th International Conference on Tools with Artificial Intelligence (ICTAI 2016). IEEE, p. 388-395 8 p. (International Conference on Tools With Artificial Intelligence Proceedings).

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

  • Motion based segmentation for robot vision using adapted EM algorithm

    Zhao, W. & Roos, N., 2016, International Conference on Computer Vision Theory and Applications (VISAPP). SCITEPRESS, p. 649-656 8 p.

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

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  • 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

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  • Conformal ECOC Machines

    Ismailoglu, F., Smirnov, E. & Peeters, R., 2015, 2015 IEEE 27th International Conference on Tools with Artificial Intelligence (ICTAI). p. 361-368

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

  • Factored four way conditional restricted Boltzmann Machines for activity recognition

    Mocanu, D. C., Ammar, H. B., Lowet, D., Driessens, K., Liotta, A., Weiss, G. & Tuyls, K., 2015, Proceedings of the 27th Benelux Conference on Artificial Intelligence (BNAIC 2015).

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

  • Flexible Deep Neural Network structure with application to Natural Language Processing

    Wittlinger, C., Spanakis, G. & Weiss, G., Nov 2015, BNAIC 2015 THE 27TH BENELUX CONFERENCE ON ARTIFICIAL INTELLIGENCE. Vol. 1.

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

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  • fNIRS-based BCI for Robot Control

    Tumanov, K., Goebel, R., Möckel, R., Sorger, B. & Weiss, G., 2015, fNIRS-based BCI for Robot Control.

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

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  • HiDER - Query-Driven Entity Resolution for Historical Data.

    Sahraei, B. R., Efremova, J., Rahmani, H., Calders, T., Tuyls, K. & Weiss, G., 2015, Machine Learning and Knowledge Discovery in Databases. ECML PKDD 2015. Cham: Springer Nature Switzerland AG, p. 281-284 (Lecture Notes in Computer Science, Vol. 9286).

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

  • 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

  • Matching Terminological Heterogeneous Ontologies by Exploiting Partial Alignments

    Schadd, F. C. & Roos, N., 19 Jul 2015, SEMAPRO 2015, The Ninth International Conference on Advances in Semantic Processing. p. 13-18 6 p.

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

  • Node classification in graph data using augmented random walk

    Rahmani, H. & Weiss, G., 2015, Proceedings of the 1st International Conference on Web Research (ICWR) 2015.

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

  • On the Skewed Degree Distribution of Hierarchical Networks

    Sahraei, B. R., Bou-Ammar, H., Tuyls, K. & Weiss, G., 2015, ASONAM '15: Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2015. Pei, J., Silvestri, F. & Tang, J. (eds.). The Association for Computing Machinery, p. 298-301

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

  • Toward Efficient Agreements in Real-Time Multilateral Agent-Based Negotiations

    Chen, S., Hao, J., Weiss, G., Zhou, S. & Zhang, Z., 2015, Proceedings 2015 IEEE 27th International Conference on Tools with Artificial Intelligence (ICTAI). p. 896-903

    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

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  • 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

  • Theory of Cooperation in Complex Social Networks

    Sahraei, B. R., Bou-Ammar, H., Bloembergen, D., Tuyls, K. & Weiss, G., 2014, Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence. AAAI Press, Vol. 1-4. p. 1471-1477

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

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  • 2013

    A Nao robot playing tic-tac-toe -- Comparing alternative methods for Inverse Kinematics

    Poddighe, R. & Roos, N., 2013, Proceedings of the 25th Benelux Conference on Artificial Intelligence (BNAIC). p. 144-151 8 p.

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

  • Anchor-Profiles for Ontology Mapping with Partial Alignments

    Schadd, F. & Roos, N., 2013, Proceedings of the 12th Scandinavian AI Conference (SCAI). p. 235-244 10 p.

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

  • An energy efficient gait for a Nao robot

    Sun, Z. & Roos, N., 2013, Proceedings of the 25th Benelux Conference on Artificial Intelligence (BNAIC). p. 191-198 8 p.

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

  • 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

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