hmilogo
BRAIN COMPUTER INTERACTION

Short description:

Use your Brains in Interaction

Keywords:

BCI, Multi Modal Intraction, Games, Affective Computing

Research Themes:

Some themes present in this work are :

Description

The general theme of the BCI Research at the HMI group is "BCI for healthy users". At the moment the research topics are:
  • Intuitive BCI for Games.
    An example of Intuitive BCI for Games is alpha-World of Warcraft. alpha-WoW is a demonstration of how one can control a character in the virtual environment of the popular videogame World of Warcraft, just by using his or her brain.
    In the videogame the user plays a druid, who is very close to nature and can also make use of its magic. In the human form the druid (user) is very capable of casting spells, but is also more fragile. The druid change into a bear form, which is naturally more suited for claw-to-claw combat.

    The brain activity of the user is analyzed for alpha activity, which is brain activity within a very specific frequency band (8-12Hz). Different frequency bands have been linked to specific mental states. Alpha activity is, for example, related to relaxation.

    A short period of stress will trigger the bear form which is great for dealing with enemies in close-combat, while being relaxed will revert the druid to a human shape in which the user can use their mind to cast useful spells.

    World of Warcraft and Blizzard Entertainment are trademarks or registered trademarks of Blizzard Entertainment, Inc. in the U.S. and/or other countries.
  • Machine Learning for BCI and Games.
    Info on ML for BCI and Games

  • BCI and Affective Computing.
    Info on BCI and Affective Computing
  • BCI in MultiModal Interaction.
    So far, involvement of BCI in games has occurred in an unnatural manner due to devices used to record brain signals (such as EEG) being prone to artefacts such as sound, eye blinks and movements. During experiments conducted in isolated rooms subjects are usually asked to concentrate on only the stimulus presented, not to blink their eyes much and not to talk or move at all. However in reality, gamers would like to move freely, make gestures, and talk frequently. This work attempts to find out to what extent BCI games can co-operate with different modalities such as speech, vibration, and the like. which are traditionally discarded, being sources of noise.
  • BCI and Ambient Intelligence.

BCI@HMI in the Press

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For the moment consult the following web pages:

BCI@HMI at TED Talks in Amsterdam

BCI@HMI on Posters

Publications related to this showcase are:

H. Gürkök, M. Karamuftuoglu and M. Schaal A Graph Based Approach to Estimating Lexical Cohesion, in Proceedings of the Second International Symposium on Information Interaction in Context, October 14 2008, ACM International Conference Proceeding Series, volume 348, ACM, New York, NY, USA, ISBN 978-1-60558-310-5, pp. 35-43, 2008 [ BiBTeX DOI> 
B. Reuderink Fusion for Audio-Visual Laughter Detection, Technical Report, TR-CTIT-07-84, Enschede, Centre for Telematics and Information Technology University of Twente, Pages: 41, 2007 [ BiBTeX ] [EprintsDownload PDF document
B. Reuderink and M. Poel Robustness of the Common Spatial Patterns algorithm in the BCI-pipeline, Technical Report, TR-CTIT-08-52, Enschede, Centre for Telematics and Information Technology University of Twente, Pages: 5, 2008 [ BiBTeX ] [EprintsDownload PDF document
F.L.A. Knoppel, A.S. Tigelaar, D. Plass-Oude Bos, T. Alofs and Z.M. Ruttkay Trackside DEIRA: A Dynamic Engaging Intelligent Reporter Agent (Demo paper), in Proceedings of the Seventh International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS08), L. Padgham, D. Parkes, J. Mueller and S. Parsons (eds), volume 1, The International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), Estoril, ISBN 978-0981738116, pp. 1681-1682, 2008 [ BiBTeX ] [EprintsDownload PDF document  Download PDF document
F.L.A. Knoppel, A.S. Tigelaar, D. Plass-Oude Bos, T. Alofs and Z.M. Ruttkay Trackside DEIRA: A Dynamic Engaging Intelligent Reporter Agent (Full paper), in Proceedings of the Seventh International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS08), L. Padgham, D. Parkes, J. Mueller and S. Parsons (eds), volume 1, The International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), Estoril, ISBN 978-0981738116, pp. 112-119, 2008 [ BiBTeX ] [EprintsDownload PDF document  Download PDF document
A. Nijholt BCI for Games: A 'State of the Art' Survey, in 7th International Conference on Entertainment Computing (ICEC), S.M. Stevens and S. Saldamarco (eds), Lecture Notes in Computer Science, volume 5309, Springer Verlag, Berlin, ISBN 978-3-540-89221-2, pp. 225-228, 2009 [ BiBTeX ] [EprintsDOI>  Download PDF document
B. Reuderink, M. Poel, K.P. Truong, R.W. Poppe and M. Pantic Decision-Level Fusion for Audio-Visual Laughter Detection, in 5th International Workshop, MLMI 2008, A. Popescu-Belis and R. Stiefelhagen (eds), Lecture Notes on Computer Science, volume 5237/2008, Springer Verlag, Berlin, ISBN 978-3-540-85852-2, ISSN 0302-9743, pp. 137-148, 2008 [ BiBTeX ] [EprintsDOI>  Download PDF document
D. Plass-Oude Bos and B. Reuderink BrainBasher: a BCI Game, in Extended Abstracts of the International Conference on Fun and Games 2008, P. Markopoulos, J. Hoonhout, I. Soute and J. Read (eds), Eindhoven University of Technology, Eindhoven, ISBN 978-90-386-1457-1, pp. 36-39, 2008 [ BiBTeX ] [EprintsDownload PDF document
A. Nijholt, B. Reuderink and D. Plass-Oude Bos Turning Shortcomings into Challenges: Brain-Computer Interfaces for Games., in Proceedings 3rd International Conference on Intelligent Technologies for Interactive Entertainment (INTETAIN 09), A. Nijholt, D. Reidsma and G.H.W. Hondorp (eds), Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering (LNICST), volume 9, Springer Verlag, Berlin, ISBN 978-3-642-02314-9, ISSN 1867-8211, pp. 153-168, 2009 [ BiBTeX ] [EprintsDOI>  Download PDF document
B.L.A. van de Laar, D. Plass-Oude Bos, B. Reuderink and D.K.J. Heylen Actual and Imagined Movement in BCI Gaming, in Proceedings of the International Conference on Artificial Intellingence and Simulation of Behaviour (AISB 2009), D. Romano and D. Moffat (eds), SSAISB, Brighton, Brighton, ISBN 1902956818, pp. 5, 2009 [ BiBTeX ] [EprintsDownload PDF document
B. Reuderink, A. Nijholt and M. Poel Affective Pacman: A Frustrating Game for Brain-Computer Interface Experiments, in 3rd International Conference on Intelligent Technologies for Interactive Entertainment (INTETAIN 09), A. Nijholt, D. Reidsma and G.H.W. Hondorp (eds), Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering (LNICST), volume 9, Springer Verlag, Berlin, ISBN 978-3-642-02314-9, ISSN 1867-8211, pp. 221-227, 2009 [ BiBTeX ] [EprintsDOI>  Download PDF document
M. van Gerven, J. Farquhar, R. Schaefer, R. Vlek, J. Geuze, A. Nijholt, N. Ramsay, P. Haselager, L.G. Vuurpijl, S. Gielen and P. Desain The Brain-Computer Interface Cycle, Journal of Neural Engineering, 6(4):1-10, ISSN 1741-2560, 2009 [ BiBTeX ] [EprintsDOI>  Download PDF document
G. Garcia Molina, T. Tsoneva and A. Nijholt Emotional Brain-Computer Interfaces, in Proceedings 3rd International Conference on Affective Computing and Intelligent Interaction - ACII 2009, J.F. Cohn, A. Nijholt and M. Pantic (eds), IEEE Computer Society, Los Alamitos, ISBN 978-1-4244-4799-2, pp. 138-146, 2009 [ BiBTeX ] [EprintsDOI>  Download PDF document
B. Reuderink Games and Brain-Computer Interfaces: The State of the Art, Technical Report, TR-CTIT-08-81, Enschede, Centre for Telematics and Information Technology University of Twente, Pages: 11, 2008 [ BiBTeX ] [EprintsDownload PDF document
Affective Brain-Computer InterfacesC. Mühl, D.K.J. Heylen and A. Nijholt (eds), ACII 2009 Proceedings, Vol: 2. IEEE Computer Society, Los Alamitos, ISBN 978-1-4244-4799-2, pp. 131, 2009 [ BiBTeX ] [EprintsDOI>  Download PDF document
C. Mühl, D.K.J. Heylen and A. Nijholt Affective Brain-Computer Interfaces: Preface, pp. 1. In Proceedings Workshop on Affective Brain-Computer Interfaces, C. Mühl, D.K.J. Heylen and A. Nijholt (eds), IEEE Computer Society, Los Alamitos, ISBN 978-1-4244-4799-2, 2009 [ BiBTeX ] [EprintsDOI>  Download PDF document
A. Nijholt, D. Plass-Oude Bos and B. Reuderink Turning Shortcomings into Challenges: Brain-Computer Interfaces for Games, Entertainment Computing, 1(2):85-94, ISSN 1875-9521, 2009 [ BiBTeX ] [EprintsDOI>  Download PDF document
C. Mühl and D.K.J. Heylen Cross-modal Elicitation of Affective Experience, in Proceedings of the 3rd International Conference on Affective Computing and Intelligent Interaction and Workshops. ACII 2009. Volume 2, IEEE Computer Society, Los Alamitos, ISBN 978-1-4244-4799-2, pp. 42-53, 2009 [ BiBTeX ] [EprintsDOI>  Download PDF document
S. Koelstra, C. Mühl and I. Patras EEG analysis for implicit tagging of video data, in Proceedings of the 3rd International Conference on Affective Computing and Intelligent Interaction and Workshops. ACII 2009. Volume 2, IEEE Computer Society, Los Alamitos, ISBN 978-1-4244-4799-2, pp. 27-32, 2009 [ BiBTeX ] [EprintsDOI>  Download PDF document
C. Mühl, H. Gürkök, D. Plass-Oude Bos, M.E. Thurlings, L. Scherffig, M. Duvinage, A.A. Elbakyan, SungWook Kang, M. Poel and D.K.J. Heylen Bacteria Hunt: A multimodal, multiparadigm BCI game, in Proceedings of the Fifth International Summer Workshop on Multimodal Interfaces, eNTERFACE'09, A.S. Camurri, M. Mancini and G. Volpe (eds), DIST-University of Genova, Genova, ISBN 978-88-901344-7-0, pp. 41-62, 2010 [ BiBTeX ] [Eprints[Official URL]  Download PDF document
C. Mühl Neurophysiological Assessment of Affective Experience, in Proceedings of the Doctoral Consortium at the ACII 2009, CTIT Workshop Proceedings, volume 13, Centre for Telematics and Information Technology University of Twente, Enschede, ISSN 0929-0672, pp. 89-96, 2009 [ BiBTeX ] [EprintsDownload PDF document
D. Plass-Oude Bos, B. Reuderink, B.L.A. van de Laar, H. Gürkök, C. Mühl, M. Poel, A. Nijholt and D.K.J. Heylen Brain-Computer Interfacing and Games, pp. 149-178. In Brain-Computer Interfaces. Applying our Minds to Human-Computer Interaction, D. Tan and A. Nijholt (eds), Springer Verlag, London, ISSN 1571-5035, ISBN 978-1-84996-271-1, 2010 [ BiBTeX ] [EprintsDOI>  Download PDF document
D. Plass-Oude Bos, B. Reuderink, B.L.A. van de Laar, H. Gürkök, C. Mühl, M. Poel, D.K.J. Heylen and A. Nijholt Human-Computer Interaction for BCI Games: Usability and User Experience, in Proceedings of the International Conference on CYBERWORLDS 2010, A. Sourin (eds), IEEE Computer Society, Los Alamitos, ISBN 978-0-7695-4215-7, pp. 277-281, 2010 [ BiBTeX ] [EprintsDOI>  Download PDF document
S. Koelstra, A. Yazdani, M. Soleymani, C. Mühl, Jong-Seok Lee, A. Nijholt, Thierry Pun, T. Ebrahimi and I. Patras Single Trial Classification of EEG and Peripheral Physiological Signals for Recognition of Emotions Induced by Music Videos, in Proceedings 2010 International Conference on Brain Informatics (BI 2010), Y. Yao, R. Sun, T. Poggio, J. Liu, N. Zhong and X.J. Huang (eds), Lecture Notes in Computer Science, volume 6334, Springer Verlag, Berlin, ISBN 978-3-642-15313-6, ISSN 0302-9743, pp. 89-100, 2010 [ BiBTeX ] [EprintsDOI>  Download PDF document
W.M. van Vliet, C. Mühl, B. Reuderink and M. Poel Guessing What's on Your Mind: Using the N400 in Brain Computer Interfaces, in International Conference on Brain Informatics, BI 2010, Y. Yao, R. Sun, T. Poggio, J. Liu, N. Zhong and X.J. Huang (eds), Lecture Notes in Artificial Intelligence, volume 6334, Springer Verlag, Berlin, ISBN 978-3-642-15313-6, pp. 180-191, 2010 [ BiBTeX ] [EprintsDOI>  Download PDF document
H. Gürkök, M. Poel and J. Zwiers Classifying motor imagery in presence of speech, in The 2010 International Joint Conference on Neural Networks (IJCNN), IEEE, USA, ISBN 978-1-4244-6916-1, pp. 1235-1242, 2010 [ BiBTeX ] [EprintsDOI>  Download PDF document
B.L.A. van de Laar, B. Reuderink, D. Plass-Oude Bos and D.K.J. Heylen Evaluating user experience of actual and imagined movement in BCI gaming, International journal of Gaming and Computer Mediated Simulations, R.E. Ferdig (eds), 2(4):33-47, ISSN 1942-3888, 2010 [ BiBTeX ] [EprintsDOI>  Download PDF document
D. Plass-Oude Bos, M. Poel and A. Nijholt A Study in User Centered Design and Evaluation of Mental Tasks for BCI, in Proceedings of the 17th International Multimedia Modeling Conference, MMM 2011, Kuo-Tien Lee, Wen-Hsiang Tsai, Hong-Yuan Mark Liao, Tsuhan Chen, Jun-Wei Hsieh and Chien-Cheng Tseng (eds), Lecture Notes in Computer Science, volume 6524, Springer Verlag, Berlin, ISBN 978-3-642-17828-3, pp. 122-134, 2011 [ BiBTeX ] [EprintsDOI>  Download PDF document
C. Mühl, H. Gürkök, D. Plass-Oude Bos, M.E. Thurlings, L. Scherffig, M. Duvinage, A.A. Elbakyan, SungWook Kang, M. Poel and D.K.J. Heylen Bacteria Hunt: Evaluating multi-paradigm BCI interaction, Journal on Multimodal User Interfaces, 4(1):11-25, ISSN 1783-7677, 2010 [ BiBTeX ] [EprintsDOI>  Download PDF document
D. Plass-Oude Bos, M. Duvinage, O. Oktay, J. Delgado Saa, H. Guruler, A. Istanbullu, W.M. van Vliet, B.L.A. van de Laar, M. Poel, L. Roijendijk, L. Tonin, A. Bahramisharif and B. Reuderink Looking around with your brain in a virtual world, in IEEE Symposium on Computational Intelligence, Cognitive Algorithms, Mind, and Brain (CCMB 2011), IEEE Computational Intelligence Society, USA, ISBN 978-1-4244-9890-1 , pp. 1-8, 2011 [ BiBTeX ] [EprintsDOI>  Download PDF document
G. Hakvoort, B. Reuderink and M. Obbink Comparison of PSDA and CCA detection methods in a SSVEP-based BCI-system, Technical Report, TR-CTIT-11-03, Enschede, Centre for Telematics and Information Technology University of Twente, Pages: 12, 2011 [ BiBTeX ] [EprintsDownload PDF document
B. Reuderink Robust Brain-Computer Interfaces, PhD Thesis, University of Twente, October 21 2011, Centre for Telematics and Information Technology University of Twente, Enschede, The Netherlands, ISSN 1381-3617, ISBN 978-94-6191-058-5, Pages: 81, Promotors: A. Nijholt, Ass. Promotors: M. Poel, 2011 [ BiBTeX ] [Eprints[Official URL]  Download PDF document
B.L.A. van de Laar, H. Gürkök, D. Plass-Oude Bos, F. Nijboer and A. Nijholt Perspectives on User Experience Evaluation of Brain-Computer Interfaces, in Universal Access in Human-Computer Interaction. Users Diversity. 6th International Conference, UAHCI 2011, Held as Part of HCI International 2011, C. Stephanidis (eds), Lecture Notes in Computer Science , volume 6766, Springer Verlag, Berlin, ISBN 978-3-642-21662-6, ISSN 0302-9743, pp. 600-609, 2011 [ BiBTeX ] [EprintsDOI>  Download PDF document
G. Hakvoort, H. Gürkök, D. Plass-Oude Bos, M. Obbink and M. Poel Measuring immersion and affect in a brain-computer interface game, in 13th IFIP TC 13 International Conference on Human-Computer Interaction, INTERACT 2011, P. Campos, N. Graham, J. Jorge, N. Nunes, P. Palanque and M. Winckler (eds), Lecture Notes in Computer Science, volume 6946, Springer Verlag, Berlin, ISBN 978-3-642-23773-7, ISSN 0302-9743, pp. 115-128, 2011 [ BiBTeX ] [EprintsDOI>  Download PDF document
H. Gürkök, G. Hakvoort and M. Poel Evaluating user experience with respect to user expectations in brain-computer interface games, in Proceedings of the 5th International Brain-Computer Interface Conference, BCI 2011, G.R. Müller-Putz, R. Scherer, M. Billinger, A. Kreilinger, V. Kaiser and C. Neuper (eds), Verlag der Technischen Universität Graz, Graz, Austria, ISBN 978-3-85125-140-1, pp. 348-351, 2011 [ BiBTeX ] [EprintsDownload PDF document  Download PDF document
F. Nijboer, B.Z. Allison, S. Dunne, D. Plass-Oude Bos, A. Nijholt and P. Haselager A Preliminary Survey on the Perception of Marketability of Brain-Computer Interfaces and Initial Development of a Repository of BCI Companies, in Proceedings 5th International Brain-Computer Interface Conference (BCI 2011), G.R. Mueller-Putz, R. Sherer, M. Billinger, A. Kreilinger, V. Kaiser and C. Neuper (eds), Verlag der Technischen Universitaet Graz, Graz, ISBN 978-3-85125-140-1, pp. 344-347, 2011 [ BiBTeX ] [EprintsDownload PDF document
D. Plass-Oude Bos, H. Gürkök, B.L.A. van de Laar, F. Nijboer and A. Nijholt User Experience Evaluation in BCI: Mind the Gap!, International Journal of Bioelectromagnetism, 13(1):48-49, ISSN 1456-7857, 2011 [ BiBTeX ] [EprintsDownload PDF document  Download PDF document
H. Gürkök, D. Plass-Oude Bos, B.L.A. van de Laar, F. Nijboer and A. Nijholt User Experience Evaluation in BCI: Filling the Gap, International Journal of Bioelectromagnetism, 13(1):54-55, ISSN 1456-7857, 2011 [ BiBTeX ] [EprintsDownload PDF document  Download PDF document
B.L.A. van de Laar, F. Nijboer, H. Gürkök, D. Plass-Oude Bos and A. Nijholt User Experience Evaluation in BCI: Bridge the Gap, International journal of bioelectromagnetism, 13(3):157-158, ISSN 1456-7857, 2011 [ BiBTeX ] [EprintsDownload PDF document  Download PDF document
C. Mühl, A. Nijholt, B.Z. Allison, S. Dunne and D.K.J. Heylen Affective Brain-Computer Interfaces (aBCI 2011), in Proceedings 4th International Conference on Affective Computing and Intelligent Interaction (ACII2011), Part II, S. D’ Mello, A. Graesser, B. Schuller and J.-C. Martin (eds), Lecture Notes in Computer Science , volume 6975, Springer Verlag, Berlin, ISBN 978-3-642-24570-1, ISSN 0302-9743, pp. 435-435, 2011 [ BiBTeX ] [EprintsDOI>  Download PDF document
F. Nijboer, J. Clausen, B.Z. Allison and P. Haselager The Asilomar Survey: Stakeholders’ Opinions on Ethical Issues Related to Brain-Computer Interfacing, Neuroethics, 6(3):541-578, ISSN 1874-5490, 2013 [ BiBTeX ] [EprintsDOI>  Download PDF document
B. Reuderink, M. Poel and A. Nijholt The Impact of Loss of Control on Movement BCIs, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 19(6):628-637, ISSN 1534-4320, 2011 [ BiBTeX ] [EprintsDOI>  Download PDF document
C. Mühl, A.-M. Brouwer, N. van Wouwe, E.L. van den Broek, F. Nijboer and D.K.J. Heylen Modality-specific Affective Responses and their Implications for Affective BCI, in Proceedings of the Fifth International Brain-Computer Interface Conference 2011, G.R. Müller-Putz, R. Scherer, M. Billinger, A. Kreilinger, V. Kaiser and C. Neuper (eds), Verlag der Technischen Universität, Graz, Austria, ISBN 978-3-85125-140-1, pp. 120-123, 2011 [ BiBTeX ] [EprintsDownload PDF document  Download PDF document
D. Plass-Oude Bos, B.L.A. van de Laar, M. Duvinage, O. Oktay, J. Delgado Saa, W.M. van Vliet, M. Poel, L. Roijendijk, A. Bahramisharif and B. Reuderink Wild Photoshoot: Applying Overt and Covert Attention, in Society of Applied Neuroscience Meeting 2011, P. Bamidis, M. Klados, A. Vivas, C. Pappas and J. Gruzelier (eds), Laboratory of Medical Informatics, Medical School, Aristotle University of Thessaloniki, Thessaloniki, ISBN 978-9-60243-679-9, pp. 26-27, 2011 [ BiBTeX ] [EprintsDownload Word document  Download PDF document
C. Mühl, E.L. van den Broek, A.-M. Brouwer, F. Nijboer, N. Wouwe and D.K.J. Heylen Multi-modal affect induction for affective brain-computer interfaces, in Proceedings of the 4th International Conference on Affective Computing and Intelligent Interaction (ACII 2011), Part I, S. D’Mello, A. Graesser, B. Schuller and J.-C. Martin (eds), Lecture Notes in Computer Science, volume 6974, Springer Verlag, New York, ISBN 978-3-642-24599-2, ISSN 0302-9743, pp. 235-245, 2011 [ BiBTeX ] [EprintsDOI>  Download PDF document
H. Gürkök, G. Hakvoort and M. Poel Evaluating User Experience in a Selection Based Brain-Computer Interface Game: A Comparative Study, in Proceedings of the 10th International Conference on Entertainment Computing (ICEC 2011), J. Coutinho Anacleto, S. Fels, N. Graham, B. Kapralos, M. Saif El-Nasr and K. Stanley (eds), Lecture Notes in Computer Science, volume 6972, Springer Verlag, Berlin, ISBN 978-3-642-24499-5, ISSN 0302-9743, pp. 77-88, 2011 [ BiBTeX ] [EprintsDOI>  Download PDF document
H. Gürkök, G. Hakvoort and M. Poel Modality switching and performance in a thought and speech controlled computer game, in Proceedings of the 13th International Conference on Multimodal Interfaces (ICMI 2011), H. Bourlard, T.S. Huang, E. Vidal, D. Gatica-Perez, L.-P. Morency and N. Sebe (eds), ACM, New York, ISBN 978-1-4503-0641-6, pp. 41-48, 2011 [ BiBTeX ] [EprintsDOI>  Download PDF document
B. Reuderink, J. Farquhar, M. Poel and A. Nijholt A subject-independent brain-computer interface based on smoothed, second-order baselining, in Proceedings 33rd Annual IEEE Conference on Engineering in Medicine and Biology (EMBC), IEEE Engineering in Medicine & Biology Society, USA, ISBN 978-1-4244-4121-1, pp. 4600-4604, 2011 [ BiBTeX ] [EprintsDOI>  Download PDF document
H. Gürkök, G. Hakvoort, M. Poel and A. Nijholt User expectations and experiences of a speech and thought controlled computer game, in Proceedings of the 8th International Conference on Advances in Computer Entertainment Technology (ACE 2011), T. Romão, N. Correia, M. Inami, H. Kato, R. Prada, T. Terada, E. Dias and T. Chambel (eds), ACM, New York, ISBN 978-1-4503-0827-4, pp. 53-58, 2011 [ BiBTeX ] [EprintsDOI>  Download PDF document
B. Reuderink, J. Farquhar and M. Poel Slow Sphering to Suppress Non-Stationaries in the EEG, International journal of bioelectromagnetism, 13(2):78-79, ISSN 1456-7857, 2011 [ BiBTeX ] [EprintsDownload PDF document  Download PDF document
S. Koelstra, C. Mühl, M. Soleymani, J. Lee, A. Yazdani, T. Ebrahimi, T. Pun, A. Nijholt and I. Patras DEAP: A Database for Emotion Analysis Using Physiological Signals, IEEE Transactions on Affective Computing, 3(1):18-32, ISSN 1949-3045, 2012 [ BiBTeX ] [EprintsDOI>  Download PDF document
B.L.A. van de Laar, D. Plass-Oude Bos, B. Reuderink, M. Poel and A. Nijholt How much control is enough? Optimizing fun with unreliable input, Technical Report, TR-CTIT-11-25, Enschede, Centre for Telematics and Information Technology University of Twente, 2011 [ BiBTeX ] [EprintsDownload PDF document
F. Nijboer, J. Clausen, B.Z. Allison and P. Haselager Researchers’ opinions about ethically sound dissemination of BCI research to the public media, International Journal of Bioelectromagnetism, 13(3):108-109, ISSN 1456-7865, 2011 [ BiBTeX ] [EprintsDownload PDF document  Download PDF document
B.Z. Allison, S. Dunne, R. Leeb, J.del R. Millan and A. Nijholt Recent and Upcoming BCI progress: Overview, Analysis, and Recommendations, pp. 1-13. In Towards Practical Brain-Computer Interfaces: Bridging the Gap from Research to Real-World Applications, B.Z. Allison, S. Dunne, R. Leeb, J.del R. Millan and A. Nijholt (eds), Springer Verlag, Berlin, ISSN 1618-7210, ISBN 978-3-642-29745-8, 2012 [ BiBTeX ] [EprintsDOI>  Download PDF document
H. Gürkök and A. Nijholt Brain-Computer Interfaces for Multimodal Interaction: A Survey and Principles, International Journal of Human-Computer Interaction, 28(5):292-307, ISSN 1044-7318, 2012 [ BiBTeX ] [EprintsDOI>  Download PDF document
R. Vlek, D. Steines, D. Szibbo, A. Kübler, M.J. Schneider, P. Haselager and F. Nijboer Ethical Issues in Brain-Computer Interface Research, Development, and Dissemination, Journal of Neurologic Physical Therapy, 36(2):94-99, ISSN 1557-0576, 2012 [ BiBTeX ] [Eprints[Official URL]  Download PDF document
H. Gürkök Mind the Sheep! User Experience Evaluation & Brain-Computer Interface Games, PhD Thesis, Univ. of Twente, September 21 2012, Centre for Telematics and Information Technology, University of Twente, Enschede, ISSN 1381-3617, ISBN 978-90-365-3395-9, Pages: 160, Promotors: A. Nijholt, Ass. Promotors: M. Poel, 2012 [ BiBTeX ] [EprintsDOI>  Download PDF document
B.L.A. van de Laar, H. Gürkök, D. Plass-Oude Bos, F. Nijboer and A. Nijholt Brain-Computer Interfaces and User Experience Evaluation, pp. 223-237. In Towards Practical Brain-Computer Interfaces: Bridging the Gap from Research to Real-World Applications, B.Z. Allison, S. Dunne, R. Leeb, J. del R. Millán and A. Nijholt (eds), Springer Verlag, Berlin Heidelberg, ISSN 1618-7210, ISBN 978-3-642-29746-5, 2012 [ BiBTeX ] [EprintsDOI>  Download PDF document
H. Gürkök, A. Nijholt and M. Poel Brain-Computer Interface Games: Towards a Framework., in Proceedings 11th International Conference on Entertainment Computing (ICEC 2012), M. Herrlich, R. Malaka and M. Masuch (eds), Lecture Notes in Computer Science , volume 7522, Springer Verlag, Heidelberg Berlin, ISBN 978-3-642-33541-9, ISSN 0302-9743, pp. 373-380, 2012 [ BiBTeX ] [EprintsDOI>  Download PDF document
M. Obbink, H. Gürkök, D. Plass-Oude Bos, G. Hakvoort, M. Poel and A. Nijholt Social Interaction in a Cooperative Brain-computer Interface Game, in Proceedings 4th International ICST Conference on Intelligent Technologies for Interactive Entertainment (INTETAIN 2011), A.S. Camurri and C. Costa (eds), Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, volume 78, Springer Verlag, Heidelberg, ISBN 978-3-642-30213-8, ISSN 1867-8211, pp. 183-188, 2012 [ BiBTeX ] [EprintsDOI>  Download PDF document
C. Mühl Toward affective brain-computer interfaces : exploring the neurophysiology of affect during human media interaction, PhD Thesis, Univ. of Twente, June 01 2012, Centre for Telematics and Information Technology, University of Twente , Enschede, ISSN 1381-3617, ISBN 978-90365-3362-1, Pages: 186, Promotors: A. Nijholt and D.K.J. Heylen, 2012 [ BiBTeX ] [EprintsDOI>  Download PDF document
D. Plass-Oude Bos, H. Gürkök, B. Reuderink and M. Poel Improving BCI Performance after Classification, in Proceedings of the 14th ACM international conference on Multimodal interaction, ICMI 2012, ACM, New York, ISBN 978-1-4503-1467-1, pp. 587-594, 2012 [ BiBTeX ] [EprintsDOI>  Download PDF document

HMI-members working on this showcase are:

Former HMI-members:

Projects involved with this showcase:

  • BrainGain [Brain-Computer and Computer-Brain Interfaces: devices for detecting and modifying brain activity]
  • PetaMedia [PetaMedia]
  • SSPNET [SSPNET: Social Signal Processing Network]

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