Robots, Agents, Interaction

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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

Open Access

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

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

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

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

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

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., 2018, Proceedings of the 2018 IEEE International Conference on Data Mining Workshops, ICDM Workshops, Singapore, Singapore, November 17-20, 2018. IEEE, p. 870-877

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

Heterogeneous Domain Adaptation Based on Class Decomposition Schemes

Ismailoglu, F., Smirnov, E., Peeters, R., Zhou, S. & Collins, P., 19 Jun 2018, Advances in Knowledge Discovery and Data Mining: PAKDD 2018. Phung, D., Tseng, V., Webb, G., Ho, B., Ganji, M. & Rashidi, L. (eds.). Cham: Springer, p. 169-182 (Lecture Notes in Computer Science, Vol. 10937).

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

Towards Affect Recognition through Interactions with Learning Materials

Ghaleb, E., Popa, M., Hortal, E., Asteriadis, S. & Weiss, G., 2018, 2018 17th IEEE International Conference on Machine Learning and Applications (ICMLA).

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

2017

3D Motion Consistency Analysis for Segmentation in 2D Video Projection

Zhao, W., Roos, N. & Peeters, R., 2017, Computer Analysis of Images and Patterns. Felsberg, M., Heyden, A. & Krüger, N. (eds.). Cham: Springer, p. 440-452 13 p.

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

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

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

Improving Card Fraud Detection Through Suspicious Pattern Discovery

Braun, F., Caelen, O., Smirnov, E. N., Kelk, S. & Lebichot, B., 3 Jun 2017, Advances in Artificial Intelligence: From Theory to Practice: 30th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2017. Springer, Cham, p. 181-190 Chapter 21. (Lecture Notes in Computer Science, Vol. 10351).

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

Learning-based diagnosis and repair

Roos, N., 2017, Benelux Artificial Intelligence Conference (BNAIC). p. 2-16 15 p.

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: 15th International Conference, PAAMS 2017, Porto, Portugal, June 21-23, 2017, Proceedings. Demazeau, Y., Davidsson, P., Bajo, J. & Vale, Z. (eds.). Springer, p. 272-283 12 p.

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

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

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

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., 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

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

Open Access
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Decision Trees for Instance Transfer

Zhou, S., Smirnov, E., Schoenmakers, G. & Peeters, R., 2016, Proceedings of the 5th International Symposium on Conformal and Probabilistic Prediction with Applications. p. 116-127

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

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

Open Access

Ranking Accuracy for Logistic-GEE Models

Davarzani, N., Peeters, R., Smirnov, E., Karel, J. & Brunner-la Rocca, H., 21 Sep 2016, IDA 2016: Advances in Intelligent Data Analysis XV . Boström, H., Knobbe, A., Soares, C. & Papapetrou, P. (eds.). Springer, p. 14-25 (Lecture Notes in Computer Science, Vol. 9897).

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

5 Downloads (Pure)

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

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

Open Access

Handling uncertainty in relation extraction: a case study on tennis tournament results extraction from tweets

Verburg, J., Habib, M. B. & Keulen, M. V., 1 Oct 2015, Proceedings of the 8th International Conference on Knowledge Capture (K-CAP 2015), New York, USA. New York: ACM, p. Article No. 26

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

Incremental data uncertainty handling using evidence combination: a case study on maritime data reasoning

Habib, M. B., Wanders, B., Flokstra, J. & Keulen, M. V., 1 Sep 2015, Proceedings of the 5th DEXA Workshop on Information Systems for Situation Awareness and Situation Management (ISSASiM 2015), Valencia, Spain. USA: IEEE Computer Society, p. 147-151 5 p.

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

NEED4Tweet: A Twitterbot for Tweets Named Entity Extraction and Disambiguation

Habib, M. B. & Keulen, M. V., 1 Jul 2015, Proceedings of the System Demonstrations of The 53rd Annual Meeting of the Association for Computational Linguistics (ACL 2015), Beijing, China. Beijing, China: The Association for Computer Linguistics

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

Network Analysis of Ecological Momentary Assessment Data for Monitoring and Understanding Eating Behavior

Spanakis, G., Weiss, G., Boh, B. & Roefs, A., 2015, Smart Health: International Conference, ICSH 2015, Phoenix, AZ, USA, November 17-18, 2015. Revised Selected Papers. Zheng, X., Zeng, D. D., Chen, H. & Leischow, J. S. (eds.). Cham: Springer, p. 43-54 12 p.

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

2 Citations (Scopus)
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

3 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

Hadoop for EEG Storage and Processing: A Feasibility Study

Berrada, G., Keulen, M. V. & Habib, M. B., 1 Aug 2014, Proceedings of the International Conference on Brain Informatics and Health, BIH 2014, Warsaw, Poland. Slezak, D., Tan, A-H., Peters, J. F. & Schwabe, L. (eds.). Berlin: Springer Verlag, Vol. 8609. p. 218-230 13 p. (Lecture Notes in Computer Science).

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

1 Citation (Scopus)

Information Extraction for Social Media

Habib, M. B. & Keulen, M. V., 1 Aug 2014, Proceedings of the Third Workshop on Semantic Web and Information Extraction (SWAIE 2014), Dublin, Ireland. Dublin: Association for Computational Linguistics, Vol. W14-62. p. 9-16 8 p.

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

Named Entity Extraction and Linking Challenge: University of Twente at Microposts2014

Habib, M. B., Keulen, M. V. & Zhu, Z., 2014, Proceedings of the Microposts2014 NEEL Challenge.

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

1 Citation (Scopus)

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

A generic open world named entity disambiguation approach for tweets

Habib, M. B. & Keulen, M. V., 1 Sep 2013, Proceedings of the 5th International Conference on Knowledge Discovery and Information Retrieval, KDIR 2013, Vilamoura, Portugal. Portugal: SCITEPRESS, p. 267-276 10 p.

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

8 Citations (Scopus)

A hybrid approach for robust multilingual toponym extraction and disambiguation

Habib, M. B. & Keulen, M. V., 1 Jun 2013, Proceedings of the International Conference on Language Processing and Intelligent Information Systems (LPIIS 2013), Warsaw, Poland. Berlin: Springer Verlag, (Lecture Notes in Computer Science).

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

2 Citations (Scopus)

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

1 Citation (Scopus)

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

8 Citations (Scopus)
6 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
110 Downloads (Pure)