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Research Output 1991 2019

2019

Machine Learning for Cooperative Driving in a Multi-Lane Highway Environment

Chandramohan, A., Poel, M., Meijerink, B. & Heijenk, G., 13 Jun 2019, 2019 Wireless Days, WD 2019. IEEE Computer Society, 8734192

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

Learning systems
Reinforcement learning
Packet loss
Communication
Sensors

Online Clustering for Novelty Detection and Concept Drift in Data Streams

Garcia, K. D., Poel, M., Kok, J. N. & de Carvalho, A. C. P. L. F., 1 Jan 2019, Progress in Artificial Intelligence: 19th EPIA Conference on Artificial Intelligence, EPIA 2019, Vila Real, Portugal, September 3–6, 2019, Proceedings. Moura Oliveira, P., Novais, P. & Reis, L. P. (eds.). Cham: Springer, p. 448-459 12 p. (Lecture Notes in Computer Science; vol. 11805)(Lecture Notes in Artificial Intelligence)(Lecture Notes in Bioinformatics).

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

Novelty Detection
Concept Drift
Data Streams
Clustering
Data Distribution
Reinforcement learning
Mobile robots
Navigation
Robots
Silver

Scalable Interdisciplinary Data Science Teaching at the University of Twente

van Keulen, M., Seifert, C., Poel, M. & Oudshoorn, C., Dec 2019, (Accepted/In press) In : Berlin Journal of Data Science. 8 p.

Research output: Contribution to journalArticleAcademicpeer-review

Teaching
science
student
demand
7 Downloads (Pure)

Time Coherent Full-Body Poses Estimated Using Only Five Inertial Sensors: Deep versus Shallow Learning

Wouda, F. J., Giuberti, M., Rudigkeit, N., van Beijnum, B-J. F., Poel, M. & Veltink, P. H., 27 Aug 2019, In : Sensors (Basel, Switzerland). 19, 17 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
learning
Learning
sensors
Sensors
markers
28 Downloads (Pure)
Open Access
File
Reinforcement learning
robot
reinforcement
Mobile robots
navigation
2018
6 Citations (Scopus)
1 Downloads (Pure)
Low Back Pain
Primary Health Care
Referral and Consultation
Self Care
Clinical Decision Support Systems

Personalized advice on chronic low back pain interventions: a machine learning approach

Oude Nijeweme - d'Hollosy, W., Poel, M., van Velsen, L. S., Oudshoorn, C., Hermens, H. J., Stegeman, P., Wolff, A. P., Reneman, M. F. & Soer, R., 15 Nov 2018, p. 25. 1 p.

Research output: Contribution to conferencePaper

Learning systems
Bayesian networks
Decision support systems
Surgery
Decision making
2017
1 Citation (Scopus)
51 Downloads (Pure)

A First Step toward the Automatic Understanding of Social Touch for Naturalistic Human–Robot Interaction

Jung, M. M., Poel, M., Reidsma, D. & Heylen, D. K. J., 17 Mar 2017, In : Frontiers in ICT. 4, p. 3 11 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
Robots
Glossaries
8 Citations (Scopus)
59 Downloads (Pure)

Automatic recognition of touch gestures in the corpus of social touch

Jung, M. M., Poel, M., Poppe, R. W. & Heylen, D. K. J., Mar 2017, In : Journal on multimodal user interfaces. 11, 1, p. 81-96 16 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
Classifiers
Pressure sensors
Robots
3 Downloads (Pure)

Detecting Mislabeled Data Using Supervised Machine Learning Techniques

Poel, M., 2017, Augmented Cognition. Neurocognition and Machine Learning: 11th International Conference, AC 2017, Held as Part of HCI International 2017, Vancouver, BC, Canada, July 9-14, 2017, Proceedings, Part I. Schmorrow, D. D. & Fidopiastis, C. M. (eds.). Springer, p. 571-581

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

Learning systems
Labels
Support vector machines
Logistics
Classifiers

Kessel Run - A Cooperative Multiplayer SSVEP BCI Game

Cruz, I., Moreira, C., Poel, M., Ferreira, H. & Nijholt, A., 1 Jun 2017, Intelligent Technologies for Interactive Entertainment: 9th International Conference, INTETAIN 2017, Funchal, Portugal, June 20-22, 2017, Proceedings. Chisik, Y., Holopainen, J., Khaled, R., Silva, J. L. & Silva, P. A. (eds.). Springer, p. 77-95 19 p. (Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering; vol. 215).

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

Brain computer interface
Bioelectric potentials
Mechanics
Electrodes

Meeting the expectations from brain-computer interfaces

Gürkök, H., Hakvoort, G., Poel, M. & Nijholt, A., 1 Sep 2017, In : Computers in entertainment. 15, 3, 10 p., 5.

Research output: Contribution to journalArticleAcademicpeer-review

Brain computer interface
Computer games
Fatigue of materials
53 Downloads (Pure)

Opening the black box of eHealth: Collecting, analyzing, and interpreting log data

Sieverink, F., Kelders, S. M., Poel, M. & van Gemert-Pijnen, J. E. W. C., Aug 2017, In : JMIR research protocols. 6, 8, e156.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
Statistics
1 Citation (Scopus)
10 Downloads (Pure)

Multi-Brain BCI: Characteristics and Social Interactions

Nijholt, A. & Poel, M., 17 Jul 2016, Foundations of Augmented Cognition: Neuroergonomics and Operational Neuroscience: 0th International Conference, AC 2016, Held as Part of HCI International 2016, Toronto, ON, Canada, July 17-22, 2016, Proceedings, Part I. Schmorrow, D. D. & Fidopiastis, C. M. (eds.). Berlin: Springer, p. 79-90 12 p. (Lecture Notes in Computer Science; vol. 9743).

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

Brain computer interface
Brain
25 Citations (Scopus)

Outlier detection in healthcare fraud: A case study in the Medicaid dental domain

van Capelleveen, G. C., Poel, M., Mueller, R., Thornton, D. & van Hillegersberg, J., Jun 2016, In : International journal of accounting information systems. 21, p. 18-31 14 p.

Research output: Contribution to journalArticleAcademicpeer-review

Insurance
Health care
Health insurance
Costs
Outlier detection
63 Downloads (Pure)

Work in progress: a protocol for the collection, analysis, and interpretation of log data from eHealth technology

Sieverink, F., Kelders, S. M., Akkersdijk, S., Poel, M., Tjin-Kam-Jet-Siemons, L. & van Gemert-Pijnen, J. E. W. C., 5 Apr 2016, Proceedings of the Fourth International Workshop on Behavior Change Support Systems co-located with the 11th International Conference on Persuasive Technology. Kulyk, O., Siemons, L., Oinas-Kukkonen, H. & van Gemert-Pijnen, L. (eds.). p. 56-60 5 p.

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

Open Access
File
2015

Brain-Computer Interface Games: Towards a Framework

Gürkök, H., Nijholt, A. & Poel, M., Oct 2015, Handbook of Digital Games and Entertainment Technologies. Nakatsu, R., Rauterberg, M. & Ciancarini, P. (eds.). Singapore: Springer, p. 1-18 18 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Log Data Analysis via Machine Learning to Make eHealth More Persuasive

Sieverink, F., Poel, M., Kelders, S. M., Braakman, E. J. M. & van Gemert, J., 4 Jun 2015, p. -.

Research output: Contribution to conferencePaper

44 Downloads (Pure)

The future in brain/neural computer interaction: Horizon 2020

Müller-Putz, G. R., Brunner, C., Bauernfeind, G., Blefari, M. L., Millan, J. D. R., Real, R. G. L., Kübler, A., Mattia, D., Pichiorri, F., Schettini, F., Ramsey, N., Höhne, J., Blankertz, B., Miralles, F., Otal, B., Guger, C., Ortner, R., Poel, M., Nijholt, A., Reuderink, B. & 6 others, Birbaumer, N., de Pobes, A., Salomon, P., van Steensel, M., Soekader, S. & Opisso, E., 27 Apr 2015, Graz: EU & Graz University of Techology. 48 p.

Research output: Book/ReportReportProfessional

File
15 Citations (Scopus)
114 Downloads (Pure)

Touch Challenge ‘15: Recognizing Social Touch Gestures

Jung, M. M., Cang, X. L., Poel, M. & MacLean, K. E., Nov 2015, Proceedings of the 2015 ACM on International Conference on Multimodal Interaction, ICMI 2015. New York: Association for Computing Machinery (ACM), p. 387 -390 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

File
26 Citations (Scopus)

Usability of Three Electroencephalogram Headsets for Brain-Computer Interfaces: A Within Subject Comparison

Gamboa, H. (ed.), Nijboer, F., van de Laar, B. L. A., Plácido da Silva, H. (ed.), Gilleade, K. (ed.), Gerritsen, S., Nijholt, A., Bermúdez i Badia, S. (ed.), Poel, M. & Fairclough, S. (ed.), Sep 2015, In : Interacting with computers. 27, 5, p. 500-511 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

2014
6 Citations (Scopus)
66 Downloads (Pure)

A neural network based approach to social touch classification

van Wingerden, S., Uebbing, T. J., Jung, M. M. & Poel, M., Nov 2014, Proceedings of the 2nd International Workshop on Emotion representations and modelling in Human-Computer Interaction systems, ERM4HCI 2014. New York: Association for Computing Machinery (ACM), p. 7-12 6 p. (ERM4HCI '14).

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

File
24 Citations (Scopus)
86 Downloads (Pure)

Comparison of feature and classifier algorithms for online automatic sleep staging based on a single EEG signal

Radha, M., Garcia Molina, G., Poel, M. & Tononi, G., Aug 2014, Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014. USA: IEEE Computer Society, p. 1876-1880 5 p.

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

File
6 Citations (Scopus)

Online decoding of object-based attention using real-time fMRI

Niazi, A. M., van den Broek, P. L. C., Klanke, S., Barth, M., Poel, M., Desain, P. & van Gerven, M. A. J., Jan 2014, In : European journal of neuroscience. 39, 2, p. 319-329 11 p.

Research output: Contribution to journalArticleAcademicpeer-review

11 Citations (Scopus)
456 Downloads (Pure)

Outlier-based Health Insurance Fraud Detection for U.S. Medicaid Data

Thornton, D., Poel, M., van Hillegersberg, J., Mueller, R. & van Capelleveen, G. C., Apr 2014, Proceedings of the 16th International Conference on Enterprise Information Systems (ICEIS 2014). SCITEPRESS, p. 684-694 11 p.

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

File
2 Citations (Scopus)
70 Downloads (Pure)

Perception and manipulation of game control

Plass - Oude Bos, D., van de Laar, B. L. A., Reuderink, B., Poel, M. & Nijholt, A., Jul 2014, Proceedings of the 6th International Conference on Intelligent Technologies for Interactive Entertainment, INTETAIN 2014. Reidsma, D., Choi, I. & Bargar, R. (eds.). Berlin: Springer, p. 57-66 10 p. (Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering (LNICST); vol. 136, no. 136).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

File
2 Citations (Scopus)
39 Downloads (Pure)

Players' opinions on control and playability of a BCI game

Gürkök, H., van de Laar, B. L. A., Plass - Oude Bos, D., Poel, M. & Nijholt, A., 22 Jun 2014, Proceedings of the 8th International Conference on Universal Access in Human-Computer Interaction, UAHCI 2014. Stephanidis, C. & Antona, M. (eds.). Heidelberg: Springer, p. 549-560 12 p. (Lecture Notes in Computer Science; vol. 8514).

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

File
21 Citations (Scopus)
92 Downloads (Pure)

Touching the Void - Introducing CoST: Corpus of Social Touch

Jung, M. M., Poppe, R. W., Poel, M. & Heylen, D. K. J., Nov 2014, Proceedings of the 16th International Conference on Multimodal Interaction, ICMI 2014. New York: Association for Computing Machinery (ACM), p. 120-127 8 p.

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

File
2013
7 Citations (Scopus)
32 Downloads (Pure)

BrainBrush, a multimodal application for creative expressivity

van de Laar, B. L. A., Brugman, I., Nijboer, F., Poel, M. & Nijholt, A., 24 Feb 2013, Sixth International Conference on Advances in Computer-Human Interactions (ACHI 2013). Miller, L. (ed.). Redhook, NY, USA: IARIA XPS Press, p. 62-67 6 p.

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

File
11 Citations (Scopus)
26 Downloads (Pure)

Effortless passive BCIs for healthy users

Brouwer, A-M., van Erp, J. B. F., Heylen, D. K. J., Jensen, O. & Poel, M., Jul 2013, International Conference on Universal Access in Human-Computer Interaction, UAHCI 2013. Berlin: Springer, p. 615-622 8 p. (Lecture Notes in Computer Science; vol. 8009).

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

File
17 Citations (Scopus)

Evaluating a multi-player brain-computer interface game: challenge versus co-experience

Gürkök, H., Volpe, G. (ed.), Reidsma, D. (ed.), Poel, M., Camurri, A. (ed.), Obbink, M. & Nijholt, A. (ed.), 14 Aug 2013, In : Entertainment computing. 4, 3, p. 195-203 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

45 Citations (Scopus)

Experiencing BCI control in a popular computer game

van de Laar, B. L. A., Coyle, D. (ed.), Gürkök, H., Principe, J. (ed.), Lotte, F. (ed.), Plass - Oude Bos, D., Poel, M. & Nijholt, A. (ed.), 10 Jun 2013, In : IEEE transactions on computational intelligence and AI in games. 5, 2, p. 176-184 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

18 Citations (Scopus)

How much control is enough? Influence of unreliable input on user experience

van de Laar, B. L. A., Plass - Oude Bos, D., Reuderink, B., Poel, M. & Nijholt, A., 1 Dec 2013, In : IEEE transactions on cybernetics. 43, 6, p. 1584-1592 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

41 Citations (Scopus)

Valence, arousal and dominance in the EEG during game play

Reuderink, B., Mühl, C. & Poel, M., 2013, In : International journal of autonomous and adaptive communications systems. 6, 1, p. 45-62 18 p.

Research output: Contribution to journalArticleProfessional

2012
12 Citations (Scopus)
28 Downloads (Pure)

Brain-Computer Interface Games: Towards a Framework.

Gürkök, H., Nijholt, A. & Poel, M., 26 Sep 2012, Proceedings 11th International Conference on Entertainment Computing (ICEC 2012). Herrlich, M., Malaka, R. & Masuch, M. (eds.). Heidelberg Berlin: Springer, p. 373-380 8 p. (Lecture Notes in Computer Science; vol. 7522).

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

File
4 Citations (Scopus)
45 Downloads (Pure)

Brain computer interfaces as intelligent sensors for enhancing human-computer interaction

Poel, M., Nijboer, F., van den Broek, E. & Fairclough, S., 27 Oct 2012, Proceedings 14th ACM International Conference on Multimodal Interaction (ICMI'12). Morency, L-P., Bohus, D., Aghajan, H., Nijholt, A., Cassell, J. & Epps, J. (eds.). New York: Association for Computing Machinery (ACM), p. 379-382 4 p.

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

File
3 Citations (Scopus)
29 Downloads (Pure)

Improving BCI Performance after Classification

Plass - Oude Bos, D., Gürkök, H., Reuderink, B. & Poel, M., Oct 2012, Proceedings of the 14th ACM international conference on Multimodal interaction, ICMI 2012. New York: Association for Computing Machinery (ACM), p. 587-594 8 p.

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

File
11 Citations (Scopus)
12 Downloads (Pure)

Social Interaction in a Cooperative Brain-computer Interface Game

Obbink, M., Gürkök, H., Plass - Oude Bos, D., Hakvoort, G., Poel, M. & Nijholt, A., Sep 2012, Proceedings 4th International ICST Conference on Intelligent Technologies for Interactive Entertainment (INTETAIN 2011). Camurri, A. & Costa, C. (eds.). Heidelberg: Springer, p. 183-192 6 p. (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering; vol. 78).

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

File

Use of wireless sensor networks for distributed event detection in disaster management applications

Bahrepour, M., Meratnia, N., Poel, M., Taghikhaki, Z. & Havinga, P. J. M., Feb 2012, In : International Journal of Space-Based and Situated Computing. 2, 1, p. 58-69 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

2011
18 Citations (Scopus)

A Study in User Centered Design and Evaluation of Mental Tasks for BCI

Plass - Oude Bos, D., Poel, M. & Nijholt, A., 10 Jan 2011, Proceedings of the 17th International Multimedia Modeling Conference, MMM 2011. Lee, K-T., Tsai, W-H., Liao, H-Y. M., Chen, T., Hsieh, J-W. & Tseng, C-C. (eds.). Berlin: Springer, p. 122-134 13 p. (Lecture Notes in Computer Science; vol. 6524, no. part II).

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

14 Citations (Scopus)

A subject-independent brain-computer interface based on smoothed, second-order baselining

Reuderink, B., Farquhar, J., Poel, M. & Nijholt, A., 3 Sep 2011, Proceedings 33rd Annual IEEE Conference on Engineering in Medicine and Biology (EMBC). USA: IEEE Engineering in Medicine and Biology Society, p. 4600-4604 5 p.

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

9 Citations (Scopus)

Evaluating User Experience in a Selection Based Brain-Computer Interface Game: A Comparative Study

Gürkök, H., Hakvoort, G. & Poel, M., Oct 2011, Proceedings of the 10th International Conference on Entertainment Computing (ICEC 2011). Coutinho Anacleto, J., Fels, S., Graham, N., Kapralos, B., Saif El-Nasr, M. & Stanley, K. (eds.). Berlin: Springer, p. 77-88 12 p. (Lecture Notes in Computer Science; vol. 6972).

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

119 Downloads (Pure)

Evaluating user experience with respect to user expectations in brain-computer interface games

Gürkök, H., Hakvoort, G. & Poel, M., Sep 2011, Proceedings of the 5th International Brain-Computer Interface Conference, BCI 2011. Müller-Putz, G. R., Scherer, R., Billinger, M., Kreilinger, A., Kaiser, V. & Neuper, C. (eds.). Graz, Austria: Verlag der Technischen Universität Graz, p. 348-351 4 p.

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

File
28 Downloads (Pure)

How much control is enough? Optimizing fun with unreliable input

van de Laar, B. L. A., Plass - Oude Bos, D., Reuderink, B., Poel, M. & Nijholt, A., 2011, Enschede: Centre for Telematics and Information Technology (CTIT). (CTIT Technical Report Series; no. TR-CTIT-11-25)

Research output: Book/ReportReportProfessional

File
3 Citations (Scopus)

Looking around with your brain in a virtual world

Plass - Oude Bos, D., Duvinage, M., Oktay, O., Delgado Saa, J., Guruler, H., Istanbullu, A., van Vliet, M., van de Laar, B. L. A., Poel, M., Roijendijk, L., Tonin, L., Bahramisharif, A. & Reuderink, B., Apr 2011, IEEE Symposium on Computational Intelligence, Cognitive Algorithms, Mind, and Brain (CCMB 2011). USA: IEEE Computational Intelligence Society, p. 1-8 8 p.

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

7 Citations (Scopus)

Measuring immersion and affect in a brain-computer interface game

Hakvoort, G., Gürkök, H., Plass - Oude Bos, D., Obbink, M. & Poel, M., Sep 2011, Human-Computer Interaction – INTERACT 2011: 3th IFIP TC 13 International Conference, Lisbon, Portugal, September 5-9, 2011, Proceedings, Part I. Campos, P., Graham, N., Jorge, J., Nunes, N., Palanque, P. & Winckler, M. (eds.). Berlin: Springer, p. 115-128 14 p. (Lecture Notes in Computer Science; vol. 6946).

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

Brain computer interface
Interfaces (computer)
Computer games
Medical applications
11 Citations (Scopus)

Modality switching and performance in a thought and speech controlled computer game

Gürkök, H., Hakvoort, G. & Poel, M., Nov 2011, Proceedings of the 13th International Conference on Multimodal Interfaces (ICMI 2011). Bourlard, H., Huang, T. S., Vidal, E., Gatica-Perez, D., Morency, L-P. & Sebe, N. (eds.). New York: Association for Computing Machinery (ACM), p. 41-48 8 p.

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

34 Downloads (Pure)

Slow Sphering to Suppress Non-Stationaries in the EEG

Reuderink, B., Farquhar, J. & Poel, M., Aug 2011, In : International journal of bioelectromagnetism. 13, 2, p. 78-79 2 p.

Research output: Contribution to journalArticleAcademicpeer-review

File