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Publications of Pieter-Jan Kindermans

Journal papers

  1. Thibault Verhoeven, David Hübner, Michael Tangermann, Klaus-Robert Mueller, Joni Dambre and Pieter-Jan Kindermans Improving zero-training brain-computer interfaces by mixing model estimators Journal of Neural Engineering, pp. (2017)
  2. Di Wu, Lionel Pigou, Pieter-Jan Kindermans, Nam LE, Ling Shao, Joni Dambre and Jean-Marc Odobez Deep Dynamic Neural Networks for Multimodal Gesture Segmentation and Recognition IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. PP(99), pp. 15 (2016)
  3. Thibault Verhoeven, Pieter Buteneers, Roeljan Wiersema, Joni Dambre and P.J. Kindermans Towards a symbiotic brain-computer interface: exploring the application-decoder interaction. Journal of Neural Engineering, pp. (2015)
  4. Jonas Degrave, Michaël Burm, Pieter-Jan Kindermans, Joni Dambre and Francis wyffels Transfer learning of gaits on a quadrupedal robot Adaptive Behavior, pp. (2015)
  5. David Thompson, Lucia Quitadamo, Luca Mainardi, Khalil ur Rehman Laghari, Shangkai Gao, Pieter-Jan Kindermans, John Simeral, Reza Fazel-Rezai, Matteo Matteucci, Tiago Falk, Luigi Bianchi, Cynthia Chestek and Jane Huggins Performance measurement for brain–computer or brain–machine interfaces: a tutorial JOURNAL OF NEURAL ENGINEERING, Vol. 11(3), pp. 13 (2014)
  6. Pieter-Jan Kindermans, Michael Tangermann, Klaus-Robert Müller and Benjamin Schrauwen Integrating dynamic stopping, transfer learning and language models in an adaptive zero-training ERP speller JOURNAL OF NEURAL ENGINEERING, Vol. 11(3), pp. 10 (2014)
  7. Pieter-Jan Kindermans, Martijn Schreuder, Benjamin Schrauwen, Klaus-Robert Müller and Michael Tangermann True zero-training brain-computer interfacing : an online study PLOS ONE, Vol. 9(7), pp. 13 (2014)
  8. Pieter-Jan Kindermans, Hannes Verschore and Benjamin Schrauwen A unified probabilistic approach to improve spelling in an event-related potential based brain-computer interface IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, pp. (2013)
  9. Pieter-Jan Kindermans, David Verstraeten and Benjamin Schrauwen A bayesian model for exploiting application constraints to enable unsupervised training of a P300 based BCI PLOS ONE, pp. (2012)

Conference publications

  1. Thibault Verhoeven, Pieter-Jan Kindermans, Stefaan Vandenberghe and Joni Dambre Reducing BCI calibration time with transfer learning : a shrinkage approach Proceedings of the Sixth International Brain-Computer Interface Meeting: BCI Past, Present, and Future, pp. (2016)
  2. Lionel Pigou, Sander Dieleman, Pieter-Jan Kindermans and Benjamin Schrauwen Sign language recognition using convolutional neural networks European Conference on Computer Vision, Workshop, Proceedings, pp. 8 (2014)
  3. Thibault Verhoeven, Pieter-Jan Kindermans, Pieter Buteneers and Benjamin Schrauwen Switching Characters between Stimuli improves P300 Speller Accuracy , pp. (2014)
  4. Pieter-Jan Kindermans, Benjamin Schrauwen, Benjamin Blankertz, Klaus-Robert Müller and Michael Tangermann Transferring Unsupervised Adaptive Classifiers Between Users of a Spatial Auditory Brain-Computer Interface , pp. (2014)
  5. Thibault Verhoeven, Pieter Buteneers, Benjamin Schrauwen and Pieter-Jan Kindermans An unsupervised plug and play BCI with consumer grade hardware Berlin BCI Winter School 2014, Abstracts, pp. (2014)
  6. Pieter-Jan Kindermans and Benjamin Schrauwen Dynamic stopping in a calibration-less P300 speller 5th International Brain-Computer Interface Meeting, Abstracts, pp. 2 (2013)
  7. Pieter Buteneers, Thibault Verhoeven, Pieter-Jan Kindermans and Benjamin Schrauwen A case study demonstrating the pitfalls during evaluation of a predictive seizure detector International Workshop on Seizure Predictions 6, Proceedings, pp. (2013)
  8. Michael Tangermann, Pieter-Jan Kindermans, Martijn Schreuder, Benjamin Schrauwen and Klaus-Robert Müller Zero training for BCI–reality for BCI systems based on event-related potentials Dreiländertagung der Deutschen, Schweizerischen und Österreichischen Gesellschaft für Biomedizinische Technik, Abstracts, pp. 2 (2013)
  9. Pieter-Jan Kindermans, Hannes Verschore, David Verstraeten and Benjamin Schrauwen A P300 BCI for the masses : prior information enables instant unsupervised spelling Advances in Neural Information Processing Systems 25, pp. 9 (2012)
  10. Jonas Degrave, Francis wyffels, Tim Waegeman, Pieter-Jan Kindermans and Benjamin Schrauwen Applying morphological changes during the evolution of quadruped robots results in robust gaits Proceedings of the 21st Belgian-Dutch Conference on Machine Learning, pp. 63-63 (2012)
  11. Pieter-Jan Kindermans, Francis wyffels, Ken Caluwaerts, Bert Guns and Benjamin Schrauwen Towards incorporation of hierarchical Bayesian models into evolution strategies for quadruped gait generation Proceedings of the 21st Belgian-Dutch Conference on Machine Learning, pp. 70-70 (2012)
  12. Hannes Verschore, Pieter-Jan Kindermans, David Verstraeten and Benjamin Schrauwen Dynamic stopping improves the speed and accuracy of a P300 speller International Conference on Artificial Neural Networks, Proceedings, pp. (2012)
  13. Willem Wybo, Camille Colle, Pieter-Jan Kindermans and Benjamin Schrauwen Distance dependent extensions of the Chinese restaurant process Proceedings of the 21st Belgian-Dutch Conference on Machine Learning, pp. 6 (2012)
  14. Pieter-Jan Kindermans, David Verstraeten, Pieter Buteneers and Benjamin Schrauwen How do you like your P300 speller : adaptive, accurate and simple? 5th international brain-computer interface conference, Proceedings, pp. 4 (2011)
  15. Francis wyffels, Karel Bruneel, Pieter-Jan Kindermans, Michiel D'Haene, Pierre Woestyn, Peter Bertels and Benjamin Schrauwen Robot competitions trick students into learning Proceedings of the 2nd international conference on robotics in education, pp. 47-51 (2011)
  16. Pieter-Jan Kindermans, Pieter Buteneers, David Verstraeten and Benjamin Schrauwen An uncued brain-computer interface using reservoir computing Workshop : machine learning for assistive technologies, Proceedings, pp. 8 (2010)

Other publications

  1. Iryna Korshunova, Pieter-Jan Kindermans, Jonas Degrave, Thibault Verhoeven, Benjamin Brinkmann and Joni Dambre Towards improved design and evaluation of epileptic seizure predictors IEEE Transactions on Biomedical Engineering, pp. (2017)
  2. Pieter-Jan Kindermans Brain-Computer Interfaces met Reservoir Computing Afstudeerwerk FEA, UGent, pp. (2010)