Publications

2020

Journal Articles

S. Perdikis, R. Leeb, R. Chavarriaga, J.d.R. Millán. (2020). Context–aware learning for generative models. IEEE Trans. Neural Networks and Learning Systems, to appear.
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M. Pereira, N. Faivre, I. Iturrate, M. Wirthlin, L. Serafini, S. Martin, A. Desvachez, O. Blanke, D. Van De Ville, J.d.R. Millán. (2020). Disentangling the origins of confidence in speeded perceptual judgments through multimodal imaging. Proceedings of the National Academy of Sciences USA, 117(15):8382–8390.
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B. Orset, K. Lee, R. Chavarriaga, J.d.R. Millán. (2020). User adaptation to closed-loop decoding of motor imagery termination. IEEE Trans. Biomedical Engineering, to appear.
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R. Aydarkhanov, M. Ušćumlić, R. Chavarriaga, L.A. Gheorghe, J.d.R. Millán. (2020). Spatial covariance improves BCI performance for late ERPs components with high temporal variability. Neural Engineering, 17:036030.
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L. Tonin, F. Bauer, J.d.R. Millán. (2020). The role of the control framework for continuous tele-operation of a BMI driven mobile robot. IEEE Trans. Robotics, 36(1):78–91.
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S. Perdikis, J.d.R. Millán. (2020). Brain-machine interfaces: A tale of two learners. IEEE Systems, Man, and Cybernetics Magazine, 6(3):12–19.
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M. Bevilacqua, S. Perdikis, J.d.R. Millán. (2020). On error-related potentials during sensorimotor-based brain-computer interface: Explorations with a pseudo-online brain-controlled speller. IEEE Open Journal of Engineering in Medicine and Biology, 1:17–22.
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C. Jeunet, D. Hauw, J.d.R. Millán. (2020). Sport psychology: Technologies ahead. Frontiers in Sports and Active Living, 2:10.
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C. Jeunet, L. Tonin, L. Albert, R. Chavarriaga, B. Bideau, F. Argelaguet, J.d.R. Millán, A. Lécuyer , R. Kulpa. (2020). Uncovering EEG correlates of covert attention in soccer goalkeepers: Towards innovative sport training procedures. Scientific Reports, 10:1705.
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C. Schneider, M. Pereira, L. Tonin, J.d.R. Millán.(2020). Real-time EEG feedback on alpha power lateralization leads to behavioural improvements in a covert attention task. Brain Topography, 33:48–59.
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Books

N.F. Ramsey, J.d.R. Millán. (eds.) (2020). Brain-Computer Interfaces. Handbook of Clinical Neurology Series. San Diego: Elsevier.
Abstract

Book Chapters

I. Iturrate, R. Chavarriaga, J.d.R. Millán. (2020). General principles of machine learning for brain-computer interfacing. In N.F. Ramsey, J.d.R. Millán (eds.), Brain-Computer Interfaces. Elsevier.
Abstract 

J.R. Wolpaw, J.d.R. Millán, N.F. Ramsey. (2020). Brain-computer interfaces: Definitions and principles. In N.F. Ramsey, J.d.R. Millán (eds.), Brain-Computer Interfaces. Elsevier.
Abstract

J.d.R. Millán, S. Perdikis. (2020). Brain-machine interfaces. In R. Lanza, R. Langer, and J. Vacanti (eds.), Principles of Tissue Engineering 5thEdition. Academic Press. ISBN 9780123983589.
Abstract

2019

Journal Articles

S. Martin, J.d.R. Millán, R. Knight, B. Pasley. (2019). The use of intracranial recordings to decode human language: Challenges and opportunities. Brain and Language, 193:73–83
Pdf version

M. Coscia, M. J. Wessel, U. Chaudary, J.d.R. Millán, S. Micera, et al. (2019). Neurotechnology-aided interventions for upper limb motor rehabilitation in severe chronic stroke. Brain142(8):2182–2197.
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J.-P. Noel, C. Chatelle, S. Perdikis, J. Johr, M. Lopes Da Silva, P. Ryvlin, M. De Lucia, J.d.R. Millán, K. Diserens, A. Serino. (2019). Peri-personal space encoding in patients with disorders of consciousness and cognitive-motor dissociation. NeuroImage: Clinical, 24:101940.
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R. Krauth, J. Schwertner, S. Vogt, S. Lindquist, M. Sailer, A. Sickert, J. Lamprecht, S. Perdikis, T. Corbet, J.d.R. Millán, H. Hinrichs, H.J. Heinze, C.M. Sweeney-Reed. (2019). Cortico-muscular coherence is reduced acutely post-stroke and increases bilaterally during motor recovery: A pilot study. Frontiers in Neurology, 10:126.
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J.d.R. Millán. (2019). The Human-Computer Connection An Overview Of Brain-Computer Interfaces; Methode Science Studies Journal. 2019-01-01. DOI : 10.7203/metode.9.12639.
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Conference Papers

L. Tonin, G. Beraldo, S. Tortora, L. Tagliapietra, J.d.R. Millán, E. Menegatti. (2019). ROS-Neuro: A common middleware for BMI and robotics. The acquisition and recorder packages. IEEE SMC. Bari, Italy.
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F. Iwane, M. Halvagal, I. Iturrate, I. Batzianoulis, R. Chavarriaga, A. Billard, J.d.R. Millán. (2019). Inferring subjective preferences on robot trajectories using EEG signals. 9th Int. IEEE EMBS Neural Engineering Conf. San Francisco, USA.
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B. Orset, K. Lee, R. Chavarriaga, J.d.R. Millán. (2019). Reliable decoding of motor state transitions during imagined movement. 9th Int. IEEE EMBS Neural Engineering Conf. San Francisco, USA.
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2018

Journal Articles

I. Iturrate; M. Pereira; J. d. R. Millán : Closed-loop electrical neurostimulation: Challenges and opportunities; Current Opinion in Biomedical Engineering. 2018-12-01. DOI : 10.1016/j.cobme.2018.09.007.
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I. Iturrate; R. Chavarriaga; M. Pereira; H. Zhang; T. Corbet et al. : Human EEG reveals distinct neural correlates of power and precision grasping types; NeuroImage. 2018-11-11. DOI : 10.1016/j.neuroimage.2018.07.055.
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S. Martin; I. Iturrate; R. Chavarriaga; R. Leeb; A. Sobolewski et al. : Differential contributions of subthalamic beta rhythms and 1/f broadband activity to motor symptoms in Parkinson’s disease; npj Parkinson’s Disease. 2018-11-05. DOI : 10.1038/s41531-018-0068-y.
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R. Chavarriaga; M. Uscumlic; H. Zhang; Z. Khaliliardali; R. Aydarkhanov et al. : Decoding Neural Correlates of Cognitive States to Enhance Driving Experience; IEEE Transactions on Emerging Topics in Computational Intelligence. 2018-07-20. DOI : 10.1109/TETCI.2018.2848289.
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D. Liu; W. Chen; K. Lee; R. Chavarriaga; F. Iwane et al. : EEG-based lower-limb movement onset decoding: Continuous classification and asynchronous detection; IEEE Transactions on Neural Systems and Rehabilitation Engineering. 2018-07-11. DOI : 10.1109/TNSRE.2018.2855053.
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A. Biasiucci; R. Leeb; I. Iturrate; S. Perdikis; A. Al-Khodairy et al. : Brain-actuated functional electrical stimulation elicits lasting arm motor recovery after stroke; Nature Communications. 2018-06-20. DOI : 10.1038/s41467-018-04673-z.
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S. Perdikis; L. Tonin; S. Saeedi; C. Schneider; J. d. R. Millán : The Cybathlon BCI race: Successful longitudinal mutual learning with two tetraplegic users; PLOS Biology. 2018-05-10. DOI : 10.1371/journal.pbio.2003787.
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M. Pereira; F. Argelaguet; J. d. R. Millán; A. Lécuyer : Novice Shooters With Lower Pre-shooting Alpha Power Have Better Performance During Competition in a Virtual Reality Scenario; Frontiers in Psychology. 2018-04-12. DOI : 10.3389/fpsyg.2018.00527.
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C. Jeunet; F. Lotte; J. Batail; P. Philip; J. Franchi : Using Recent BCI Literature to Deepen our Understanding of Clinical Neurofeedback: A Short Review; NEUROSCIENCE. 2018. DOI : 10.1016/j.neuroscience.2018.03.013.
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F. Lotte; C. Jeunet : Defining and quantifying users’ mental imagery-based BCI skills: a first step; JOURNAL OF NEURAL ENGINEERING. 2018. DOI : 10.1088/1741-2552/aac577.
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S. Martin; I. Iturrate; J. Millan; R. Knight; B. Pasley : Decoding Inner Speech Using Electrocorticography: Progress and Challenges Toward a Speech Prosthesis; FRONTIERS IN NEUROSCIENCE. 2018. DOI : 10.3389/fnins.2018.00422.
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C. Guger; J. Millan; D. Mattia; J. Ushiba; S. Soekadar et al. : Brain-computer interfaces for stroke rehabilitation: summary of the 2016 BCI Meeting in Asilomar; BRAIN-COMPUTER INTERFACES. 2018. DOI : 10.1080/2326263X.2018.1493073.
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L. Dollé; R. Chavarriaga; A. Guillot; M. Khamassi : Interactions of spatial strategies producing generalization gradient and blocking: A computational approach; PLOS Computational Biology. 2018. DOI : 10.1371/journal.pcbi.1006092.
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T. Corbet; I. Iturrate; M. E. A. Pereira; S. Perdikis; J. d. R. Millán : Sensory threshold neuromuscular electrical stimulation fosters motor imagery performance; Neuroimage. 2018. DOI : 10.1016/j.neuroimage.2018.04.005.
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L. Randazzo; I. Iturrate; S. Perdikis; J. d. R. Millán : mano: A Wearable Hand Exoskeleton for Activities of Daily Living and Neurorehabilitation; IEEE Robotics and Automation Letters. 2018. DOI : 10.1109/LRA.2017.2771329.
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S. Martin; C. Mikutta; M. Leonard; D. Hungate; S. Koelsch et al. : Neural encoding of auditory features during music perception and imagery; Cerebral Cortex. 2018. DOI : 10.1093/cercor/bhx277.
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Conference Papers

P.-K. Jao; R. Chavarriaga; J. d. R. Millan : Analysis of EEG Correlates of Perceived Difficulty in Dynamically Changing Flying Tasks. 2018-01-01. IEEE International Conference on Systems, Man, and Cybernetics (SMC), Miyazaki, JAPAN, Oct 07-10, 2018. p. 550-555. DOI : 10.1109/SMC.2018.00103.
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G. Beraldo; N. Castaman; R. Bortoletto; E. Pagello; J. d. R. Millán et al. : ROS-Health: An Open-Source Framework for Neurorobotics. 2018-01-01. IEEE International Conference on Simulation, Modeling, and Programming for Autonomous Robots (SIMPAR), Brisbane, AUSTRALIA, May 16-19, 2018. p. 174-179.
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P.-K. Jao; R. Chavarriaga Lozano; J. d. R. Millán : Analysis of EEG Correlates of Perceived Difficulty in Dynamically Changing Flying Tasks. 2018. IEEE International Conference on Systems, Man, and Cybernetics, Miyazaki, Japan, Oct 7-10, 2018.
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P.-K. Jao; R. Chavarriaga Lozano; J. d. R. Millán : Using Robust Principal Component Analysis to Reduce EEG Intra-Trial Variability. 2018. 40th International Conference of the IEEE Engineering in Medicine and Biology Society, Honolulu, Hawaii, USA, July 17-21, 2018.
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C. Schneider; S. Perdikis; M. Silva; J. Jöhr; A. Pincherle et al. : Motor Attempt EEG Paradigm As a Diagnostic Tool for Disorders of Consciousness. 2018. 40th International Conference of the IEEE Engineering in Medicine and Biology Society, Honolulu, Hawaii, USA, July 17-21, 2018.
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S. Perdikis; F. Bourban; V. Rouanne; J. d. R. Millán; R. Leeb : Effects of data sample dependence on the evaluation of BCI performance. 2018.
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Aydarkhanov R., Ušćumlić M., Chavarriaga R., Millán J.d.R. (2018). Fronto-central theta oscillations reflect cognitive monitoring processes in collision avoidance tasks. 7th Int. BCI Meeting. Asilomar, USA
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Reviews

M. A. Cervera; S. R. Soekadar; J. Ushiba; J. d. R. Millán; M. Liu et al. : Brain-computer interfaces for post-stroke motor rehabilitation: a meta-analysis; Annals of Clinical and Translational Neurology. 2018-03-25. DOI : 10.1002/acn3.544.
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2017

Journal Articles

D. Liu; W. Chen; R. Chavarriaga Lozano; Z. Pei; J. d. R. Millán : Decoding of Self-paced Lower-Limb Movement Intention: A Case Study on the Influence Factors; Frontiers In Human Neuroscience. 2017. DOI : 10.3389/fnhum.2017.00560.
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C. Breitwieser; M. Tavella; M. Schreuder; F. Cincotti; R. Leeb et al. : TiD-Introducing and Benchmarking an Event-Delivery System for Brain-Computer Interfaces; Ieee Transactions On Neural Systems And Rehabilitation Engineering. 2017. DOI : 10.1109/Tnsre.2017.2728199.
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A. Rahimi; A. Tchouprina; P. Kanerva; J. d. R. Millán; J. Rabaey : Hyperdimensional computing for blind and one-shot classification of EEG error-related potentials; Mobile Networks and Applications. 2017. DOI : 10.1007/s11036-017-0942-6.
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N. Mora; I. De Munari; P. Ciampolini; J. d. R. Millán : Plug&Play brain-computer interfaces for effective active and assisted living control; Medical and Biological Engineering and Computing. 2017. DOI : 10.1007/s11517-016-1596-4.
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M. E. A. Pereira; A. Sobolewski; J. d. R. Millán : Action Monitoring Cortical Activity Coupled to Submovements; eNeuro. 2017. DOI : 10.1523/ENEURO.0241-17.2017.
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S. Perdikis; L. Tonin; J. d. R. Millán : Brain Racers: How paralysed athletes used a Brain-Computer Interface to win gold at the cyborg olympics; IEEE Spectrum. 2017. DOI : 10.1109/MSPEC.2017.8012239.
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L. Tonin; M. Pitteri; R. Leeb; H. Zhang; E. Menegatti et al. : Behavioral and cortical effects during attention driven brain-computer interface operations in spatial neglect: A feasibility case study; Frontiers in Human Neuroscience. 2017. DOI : 10.3389/fnhum.2017.00336.
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D. Liu; W. Chen; K. Lee; R. Chavarriaga; M. Bouri et al. : Brain-actuated gait trainer with visual and proprioceptive feedback; Journal of Neural Engineering. 2017. DOI : 10.1088/1741-2552/aa7df9.
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S. Carda; A. Biasiucci; A. Maesani; S. Ionta; J. Moncharmont et al. : Electrically Assisted Movement Therapy in Chronic Stroke Patients With Severe Upper Limb Paresis: A Pilot, Single-Blind, Randomized Crossover Study; Archives of Physical Medicine and Rehabilitation. 2017. DOI : 10.1016/j.apmr.2017.02.020.
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B.-K. Min; R. Chavarriaga; J. d. R. Millán : Harnessing prefrontal cognitive signals for brain-machine interfaces; Trends in Biotechnology. 2017. DOI : 10.1016/j.tibtech.2017.03.008.
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J. E. Huggins; C. Guger; M. Ziat; T. O. Zander; D. Taylor et al. : Workshops of the Sixth International Brain–Computer Interface Meeting: brain–computer interfaces past, present, and future; Brain-computer interfaces. 2017. DOI : 10.1080/2326263X.2016.1275488.
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A. Ubeda; J. M. Azorín; R. Chavarriaga; J. d. R. Millán : Classification of upper limb center-out reaching tasks by means of EEG-based continuous decoding techniques; Journal of NeuroEngineering and Rehabilitation. 2017. DOI : 10.1186/s12984-017-0219-0.
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S. Saeedi; R. Chavarriaga; J. d. R. Millán : Long-Term Stable Control of Motor-Imagery BCI by a Locked-in User Through Adaptive Assistance; IEEE Transactions on Neural Systems and Rehabilitation Engineering. 2017. DOI : 10.1109/TNSRE.2016.2645681.
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R. Chavarriaga; M. Fried-Oken; S. Kleih; F. Lotte; R. Scherer : Heading for new shores! Overcoming pitfalls in BCI design; Brain-Computer Interfaces. 2017. DOI : 10.1080/2326263X.2016.1263916.
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K. Lee; D. Liu; L. Perroud; R. Chavarriaga; J. d. R. Millán : A Brain-Controlled Exoskeleton with Cascaded Event-Related Desynchronization Classifiers; Robotics and Autonomous Systems. 2017. DOI : 10.1016/j.robot.2016.10.005.
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Conference Papers

M. K. Goel; J. d. R. Millán; R. Chavarriaga Lozano : Inverse solutions for brain-computer interfaces: Effects of regularisation on localisation and classification. 2017. 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Banff, Canada, October 5-8, 2017. p. 258-263. DOI : 10.1109/SMC.2017.8122612.
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S. Perdikis; J.-P. Noel; M. Silva; C. Chatelle; J. Joehr et al. : EEG paradigms as a supplemental tool to behavioral assessments of DOC. 2017. European Congress of Neuro-Rehabilitation 2017, Lausanne, Switzerland, 25-28 October 2017.
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J. Cardona; E. Caicedo; W. Alfonso; R. Chavarriaga; J. D. R. Millan : An Approach to a Phase Model for Steady State Visually Evoked Potentials. 2017. 3rd International Conference on NeuroRehabilitation (ICNR), Segovia, SPAIN, OCT 18-21, 2016. p. 1481-1489. DOI : 10.1007/978-3-319-46669-9_243.
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D. Liu; W. Chen; K. Lee; Z. Pei; J. d. R. Millán : An EEG-based brain-computer interface for gait training. 2017. 29th Chinese Control and Decision Conference, Chongqing, China.
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A. Rahimi; P. Kanerva; J. d. R. Millán; J. M. Rabaey : Hyperdimensional computing for noninvasive brain-computer interfaces: Blind and one-shot classification of EEG error-related potentials. 2017. 10th EAI Int. Conf. on Bio-inspired Information and Communications Technologies, Hoboken, NJ, USA.
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K. Lee; D. Liu; L. Perroud; R. Chavarriaga; J. D. R. Millan : Endogenous Control of Powered Lower-Limb Exoskeleton. 2017. 2nd International Symposium on Wearable Robotics (WeRob), Segovia, SPAIN, OCT 18-21, 2016. p. 115-119. DOI : 10.1007/978-3-319-46532-6_19.
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2016

Journal Articles

S. Martin; J. d. R. Millán; R. T. Knight; B. N. Pasley : The use of intracranial recordings to decode human language: Challenges and opportunities; Brain and Language. 2016. DOI : 10.1016/j.bandl.2016.06.003.
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H. Sagha; F. Li; E. Variani; J. D. R. Millan; R. Chavarriaga et al. : Stream fusion for multi-stream automatic speech recognition; International Journal Of Speech Technology. 2016. DOI : 10.1007/s10772-016-9357-1.
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S. Martin; P. Brunner; I. Iturrate; J. d. R. Millán; G. Schalk et al. : Word pair classification during imagined speech using direct brain recordings; Scientific Reports. 2016. DOI : 10.1038/srep25803.
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S. Perdikis; R. Leeb; J. d. R. Millán : Context-aware adaptive spelling in motor imagery BCI; Journal of Neural Engineering. 2016. DOI : 10.1088/1741-2560/13/3/036018.
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T. Sollfrank; A. Ramsay; S. Perdikis; J. Williamson; R. Murray-Smith et al. : The effect of multimodal and enriched feedback on SMR-BCI performance; Clinical Neurophysiology. 2016. DOI : 10.1016/j.clinph.2015.06.004.
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S. Saeedi; R. Chavarriaga; R. Leeb; J. d. R. Millán : Adaptive Assistance for Brain-Computer Interfaces by Online Prediction of Command Reliability; IEEE Computational Intelligence Magazine. 2016. DOI : 10.1109/MCI.2015.2501550.
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Conference Papers

J. d. R. Millán : Brain-Controlled Devices: The Perception-Action Closed Loop. 2016. 4th International Winter Conference on Brain-Computer Interface (BCI), South Korea. DOI : 10.1109/IWW-BCI.2016.7457451.
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J. Cardona; E. Caicedo; W. Alfonso; R. Chavarriaga; J. d. R. Millán : Superposition model for steady state visually evoked potentials. 2016. 2016 IEEE International Conference on Systems, Man, and Cybernetics, Budapest, Hungary, October 9-12, 2016.
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F. Iwane; R. Chavarriaga; I. Iturrate; J. d. R. Millán : Spatial filters yield stable features for error-related potentials across conditions. 2016. 2016 IEEE International Conference on Systems, Man, and Cybernetics, Budapest, Hungary, October 9-12, 2016. DOI : 10.1109/SMC.2016.7844316.
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T. Corbet; R. Leeb; A. Biasiucci; H. Zhang; S. Perdikis et al. : BCI-NMES therapy enhances effective connectivity in the damaged hemisphere in stroke patients. 2016. 6th International Brain-Computer Interface Meeting, Asilomar, California, USA. DOI : 10.3217/978-3-85125-467-9-109.
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S. Saeedi; R. Chavarriaga; R. Leeb; J. d. R. Millán : Adaptive assistance for BCI: a locked-in syndrome end-user case study. 2016. 6th International Brain-Computer Interface Meeting, Asilomar, California, USA, May 30-June 3, 2016. DOI : 10.3217/978-3-85125-467-9-79.
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R. Leeb; A. Biasiucci; T. Schmidlin; T. Corbet; P. Vuadens et al. : BCI controlled neuromuscular electrical stimulation enables sustained motor recovery in chronic stroke victims. 2016. 6th International Brain-Computer Interface Meeting, Asilomar, California, USA, May 30-June 3, 2016. DOI : 10.3217/978-3-85125-467-9-108.
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R. Chavarriaga; A. Sobolewski; R. Leeb; E. Pralong; J. Bloch et al. : Reliable BMI control using epidural ECoG by an hemiplegic user. 2016. 6th International Brain-Computer Interface Meeting, Asilomar, California, USA, May 30-June 3, 2016. DOI : 10.3217/978-3-85125-467-9-86.
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Z. Khaliliardali; R. Chavarriaga; H. Zhang; L. A. Gheorghe; J. d. R. Millán : Single Trial Classification of Neural Correlates of Anticipatory Behavior during Real Car Driving. 2016. 6th International Brain-Computer Interface Meeting, Asilomar, California, USA, May 30-June 3, 2016. DOI : 10.3217/978-3-85125-467-9-75.
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I. Iturrate; R. Leeb; R. Chavarriaga; J. d. R. Millán : Decoding of two hand grasping types from EEG. 2016. 6th International Brain-Computer Interface Meeting, Asilomar, California, USA, May 30-June 3, 2016. DOI : 10.3217/978-3-85125-467-9-66.
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R. Leeb; A. Sobolewski; I. Iturrate; R. Chavarriaga; I. Peciu-Florianu et al. : First steps towards adaptive deep brain stimulation in Parkinson’s disease. 2016. 6th International Brain-Computer Interface Meeting, Asilomar, California, USA, May 30-June 3, 2016. DOI : 10.3217/978-3-85125-467-9-137.
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C. Schneider; J. d. R. Millán : Comparing EEG and fNIRS for a covert attention BCI. 2016. 6th International Brain-Computer Interface Meeting, Asilomar, California, USA, May 30-June 3, 2016. DOI : 10.3217/978-3-85125-467-9-96.
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M. E. A. Pereira; A. Sobolewski; J. d. R. Millán : Theta phase coupling with rhythmic motor output during visuomotor tracking. 2016. 6th International Brain-Computer Interface Meeting, Asilomar, California, USA, May 30-June 3, 2016. DOI : 10.3217/978-3-85125-467-9-103.
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R. Chavarriaga; I. Iturrate; J. d. R. Millán : Robust, accurate spelling based on error-related potentials. 2016. 6th International Brain-Computer Interface Meeting, Asilomar, California, USA, May 30-June 3, 2016. DOI : 10.3217/978-3-85125-467-9-15.
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O. Sani; R. Chavarriaga; M. B. Shamsollahi; J. d. R. Millán : Detection of Movement Related Cortical Potential: Effects of Causal vs. Non-Causal Processing. 2016. 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Orlando, USA. DOI : 10.1109/EMBC.2016.7592029.
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2015

Journal Articles

H. Zhang; R. Chavarriaga; Z. Khaliliardali; L. A. Gheorghe; I. Iturrate et al. : EEG-based decoding of error-related brain activity in a real-world driving task; Journal of Neural Engineering. 2015. DOI : 10.1088/1741-2560/12/6/066028.
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Z. Khaliliardali; R. Chavarriaga; L. A. Gheorghe; J. d. R. Millán : Action prediction based on anticipatory brain potentials during simulated driving; Journal of Neural Engineering. 2015. DOI : 10.1088/1741-2560/12/6/066006.
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I. Iturrate; R. Chavarriaga; L. Montesano; J. Minguez; J. d. R. Millán : Teaching brain-machine interfaces as an alternative paradigm to neuroprosthetics control; Scientific Reports. 2015. DOI : 10.1038/srep13893.
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J. Omedes; I. Iturrate; J. Minguez; L. Montesano : Analysis and asynchronous detection of gradually unfolding errors during monitoring tasks; Journal of Neural Engineering. 2015. DOI : 10.1088/1741-2560/12/5/056001.
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H. Zhang; R. Chavarriaga; J. d. R. Millán : Discriminant Brain Connectivity Patterns of Performance Monitoring at Average and Single-Trial Levels; NeuroImage. 2015. DOI : 10.1016/j.neuroimage.2015.07.012.
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I. Iturrate; J. Grizou; J. Omedes; P.-Y. Oudeyer; M. Lopes et al. : Exploiting task constraints for self-calibrated brain-machine interface control using error-related potentials; Plos One. 2015. DOI : 10.1371/journal.pone.0131491.
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R. Leeb; L. Tonin; M. Rohm; L. Desideri; T. Carlson et al. : Towards Independence: A BCI Telepresence Robot for People with Severe Motor Disabilities; Proceedings of the IEEE. 2015. DOI : 10.1109/JPROC.2015.2419736.
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G. Müller-Putz; R. Leeb; M. Tangermann; J. Höhne; A. Kübler et al. : Towards non-invasive hybrid brain-computer interfaces: Framework, practice, clinical application and beyond; Proceedings of the IEEE. 2015. DOI : 10.1109/JPROC.2015.2411333.
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G. Müller-Putz; J. d. R. Millán; G. Schalk; K.-R. Müller : The Plurality of Human Brain-Computer Interfacing; Proceedings of the IEEE. 2015. DOI : 10.1109/JPROC.2015.2425835.
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J. d. R. Millán : Brain-Machine Interfaces: The Perception-Action Closed Loop; IEEE Systems, Man, and Cybernetics Magazine. 2015. DOI : 10.1109/MSMC.2014.2386901.
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C. Brunner; N. Birbaumer; B. Blankertz; C. Guger; A. Kübler et al. : BNCI Horizon 2020: towards a roadmap for the BCI community; Brain-Computer Interfaces. 2015. DOI : 10.1080/2326263X.2015.1008956.
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M. R. Tucker; J. Olivier; A. Pagel; H. Bleuler; M. Bouri et al. : Control Strategies for Active Lower Extremity Prosthetics and Orthotics: A Review; Journal of NeuroEngineering and Rehabilitation. 2015. DOI : 10.1186/1743-0003-12-1.
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H. Sagha; S. Perdikis; J. d. R. Millán; R. Chavarriaga : Quantifying electrode reliability during Brain-Computer Interface operation; IEEE Transactions on Biomedical Engineering. 2015. DOI : 10.1109/TBME.2014.2366554.
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A. Tzovara; R. Chavarriaga; M. De Lucia : Quantifying the time for accurate EEG decoding of single value-based decisions; Journal of Neuroscience Methods. 2015. DOI : 10.1016/j.jneumeth.2014.09.029.
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Conference Papers

J. Omedes; I. Iturrate; R. Chavarriaga; L. Montesano : Asynchronous Decoding of Error Potentials During the Monitoring of a Reaching Task. 2015. 2015 IEEE International Conference on Systems, Man, and Cybernetics (SMC2015), Hong-Kong, October 9-12, 2015. DOI : 10.1109/SMC.2015.541.
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M. E. A. Pereira; A. Sobolewski; J. d. R. Millán : Modulation of the inter-hemispheric asymmetry of motor-related brain activity using brain-computer interfaces. 2015. 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Milano, Italy, August 25-29, 2015. DOI : 10.1109/EMBC.2015.7318857.
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L. Randazzo; I. Iturrate; R. Chavarriaga; R. Leeb; J. d. R. Millán : Detecting intention to grasp during reaching movements from EEG. 2015. 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Milano, Italy, August 25-29, 2015. DOI : 10.1109/EMBC.2015.7318561.
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H. Zhang; R. Chavarriaga; L. A. Gheorghe; J. d. R. Millán : Brain Correlates of Lane Changing Reaction Time in Simulated Driving. 2015. 2015 IEEE International Conference on Systems, Man, and Cybernetics (SMC2015), Hong-Kong, October 9-12, 2015.
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R. Chavarriaga; I. Iturrate; Q. O. P. Wannebroucq; J. d. R. Millán : Decoding Fast-Paced Error-Related Potentials in Monitoring Protocols. 2015. 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Milano, Italy, August 25-29, 2015. DOI : 10.1109/EMBC.2015.7318560.
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Book Chapters

R. Leeb; R. Chavarriaga; S. Perdikis; I. Iturrate; J. d. R. Millán : Moving Brain-Controlled Devices Outside the Lab: Principles and Applications; Recent Progress in Brain and Cognitive Engineering; Dordrecht: Springer Netherlands, 2015. p. 73-94.
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2014

Journal Articles

E. Y. Lew; R. Chavarriaga; J. d. R. Millán : Single trial prediction of self-paced reaching directions from EEG signals; Frontiers in Neuroscience. 2014. DOI : 10.3389/fnins.2014.00222.
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R. Chavarriaga; A. Sobolewski; J. d. R. Millán : Errare machinale est: The use of error-related potentials in brain-machine interfaces; Frontiers in Neuroscience. 2014. DOI : 10.3389/fnins.2014.00208.
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J. E. Huggins; C. Guger; B. Allison; C. W. Anderson; A. Batista et al. : Workshops of the Fifth International Brain-Computer Interface Meeting: Defining the Future; Brain-Computer Interfaces. 2014. DOI : 10.1080/2326263X.2013.876724.
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T. d. J. Mateo Sanguino; J. M. Andújar Márquez; T. Carlson; J. d. R. Millán : Improving Skills and Perception in Robot Navigation by an Augmented Virtuality Assistance System; Journal of Intelligent and Robotic Systems. 2014. DOI : 10.1007/s10846-014-0038-5.
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S. Perdikis; R. Leeb; J. Williamson; A. Ramsey; M. Tavella et al. : Clinical evaluation of BrainTree, a motor imagery hybrid BCI speller; Journal of Neural Engineering. 2014. DOI : 10.1088/1741-2560/11/3/036003.
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I. Iturrate; R. Chavarriaga; L. Montesano; J. Minguez; J. d. R. Millán : Latency Correction of Event-Related Potentials Between Different Experimental Protocols; Journal of Neural Engineering. 2014. DOI : 10.1088/1741-2560/11/3/036005.
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G. Gruebler; A. Al-Khodairy; R. Leeb; I. Pisotta; A. Riccio et al. : Psychosocial and Ethical Aspects in Non-Invasive EEG-Based BCI Research — A Survey Among BCI Users and BCI Professionals; Neuroethics. 2014. DOI : 10.1007/s12152-013-9179-7.
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Conference Papers

S. Perdikis; R. Leeb; J. d. R. Millán : Subject-oriented training for motor imagery brain-computer interfaces. 2014. 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. p. 1259-1262. DOI : 10.1109/EMBC.2014.6943826.
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J. Omedes; I. Iturrate; L. Montesano : Asynchronous detection of error potentials. 2014. 6th Brain-Computer Interface Conference 2014, Graz, Austria, September 16-19, 2014. DOI : 10.3217/978-3-85125-378-8-65.
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J. Grizou; I. Iturrate; L. Montesano; P.-Y. Oudeyer; M. Lopes : Interactive Learning from Unlabeled Instructions. 2014. Conference on Uncertainty in Artificial Intelligence (UAI), Quebec, Canada, 2014.
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J. Omedes; I. Iturrate; L. Montesano : Brain connectivity in continuous error tasks. 2014. IEEE Engineering in Medicine and Biology Society (EMBC), Chicago, USA, 2014. p. 3997-4000. DOI : 10.1109/EMBC.2014.6944500.
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H. Zhang; R. Chavarriaga; J. d. R. Millán : Towards Implementation of Motor Imagery using Brain Connectivity Features. 2014. 6th International Brain-Computer Interface Conference, Graz, Austria, September 16-19, 2014. DOI : 10.3217/978-3-85125-378-8-73.
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K. Gwak; R. Leeb; J. d. R. Millán; D.-S. Kim : Quantification and Reduction of Visual Load during BCI Operation. 2014. IEEE International Conference on Systems, Man, and Cybernetics, San Diego, CA, USA, October 5-8, 2014.
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R. Leeb; K. Gwak; D.-S. Kim; J. d. R. Millán : Platform for analyzing multi-tasking capabilities during BCI operation. 2014. 6th International Brain-Computer Interface Conference 2014, Graz, Austria, September 16-19, 2014. DOI : 10.3217/978-3-85125-378-8-67.
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S. Saeedi; T. Carlson; R. Chavarriaga; I. Iturrate; J. d. R. Millán : Prediction of Command Delivery Time for BCI. 2014. IEEE International Conference on Systems, Man, and Cybernetics, San Diego, CA, USA, October 5-8, 2014.
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S. Perdikis; R. Leeb; J. d. R. Millán : Subject-oriented training for motor imagery brain-computer interfaces. 2014. 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Chicago, Illinois, USA, August 25-30, 2014.
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J. E. Muñoz; R. Chavarriaga; J. F. Villada; D. S. Lopez : BCI and Motion Capture Technologies for Rehabilitation based on Videogames. 2014. 2014 IEEE Global Humantarian Technology Conference, San José, USA, October 10-13, 2014.
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R. Chavarriaga; M. N. Hurtado; M. Bolaños; J. A. Loaiza; J. M. Mayor et al. : Multidisciplinary design of suitable assistive technologies for motor disabilities in Colombia. 2014. 2014 IEEE Global HumanItarian Technology Conference, San José, USA, October 10-13, 2014.
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H. Renold; R. Chavarriaga; L. A. Gheorghe; J. d. R. Millán : EEG correlates of active visual search during simulated driving: An exploratory study. 2014. 2014 IEEE International Conference on Systems, Man, and Cybernetics, San Diego, USA, October 5-8, 2014.
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M. K. Goel; R. Chavarriaga; J. d. R. Millán : Comparing BCI performance using scalp EEG-and inverse solution-based features. 2014. 6th International Brain-Computer Interface Conference 2014, Graz, Austria, September 16-19, 2014. DOI : 10.3217/978-3-85125-378-8-68.
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I. Iturrate; R. Chavarriaga; L. Montesano; J. Minguez; J. d. R. Millán : Latency correction of error-related potentials reduces BCI calibration time. 2014. 6th Brain-Computer Interface Conference 2014, Graz, Austria, September 16-19, 2014. DOI : 10.3217/978-3-85125-378-8-64.
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A. K. Tanwani; J. d. R. Millán; A. Billard : Rewards-Driven Control of Robot Arm by Decoding EEG Signals. 2014. IEEE Engineering in Medicine and Biology Society Conference (EMBC), Chicago, USA, August 26-30, 2014.
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J. Grizou; I. Iturrate; L. Montesano; P.-Y. Oudeyer; M. Lopes : Calibration-Free BCI Based Control. 2014. Twenty-Eighth AAAI Conference on Artificial Intelligence, Québec, Canada, 2014.
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J. d. R. Millán : BMI: Lessons from Tests with Impaired Users. 2014. 2nd International Winter Workshop on Brain-Computer Interface, High1 Resort, Korea, February 17-19, 2014.
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Reviews

D. Borton; M. Bonizzato; J. Beauparlant; J. Digiovanna; E. M. Moraud et al. : Corticospinal neuroprostheses to restore locomotion after spinal cord injury; Neuroscience Research. 2014. DOI : 10.1016/j.neures.2013.10.001.
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2013

Journal Articles

I. Iturrate; L. Montesano; J. Minguez : Task-Dependent Signal Variations in EEG Error-Related Potentials for Brain-Computer Interfaces; Journal of Neural Engineering. 2013. DOI : 10.1088/1741-2560/10/2/026024.
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A. Kreilinger; M. Rohm; V. Kaiser; R. Leeb; R. Rupp et al. : Neuroprosthesis Control via a Noninvasive Hybrid Brain-Computer Interface; IEEE INTELLIGENT SYSTEMS. 2013. DOI : 10.1109/MIS.2013.137.
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R. Leeb; S. Perdikis; L. Tonin; A. Biasiucci; M. Tavella et al. : Transferring brain-computer interfaces beyond the laboratory: Successful application control for motor-disabled users; Artificial Intelligence in Medicine. 2013. DOI : 10.1016/j.artmed.2013.08.004.
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M. Uscumlic; R. Chavarriaga Lozano; J. d. R. Millán : An Iterative Framework for EEG-based Image Search: Robust Retrieval with Weak Classifiers; Plos One. 2013. DOI : 10.1371/journal.pone.0072018.
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S. Wriessnegger; R. Leeb; V. Kaiser; C. Neuper; G. Müller-Putz : Watching object related movements modulates mirror-like activity in parietal brain regions; Electroencephalography and Clinical Neurophysiology. 2013. DOI : 10.1016/j.clinph.2013.02.019.
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L. Tonin; R. Leeb; A. Sobolewski; J. d. R. Millán : An online EEG BCI based on covert visuospatial attention in absence of exogenous stimulation; Journal of Neural Engineering. 2013. DOI : 10.1088/1741-2560/10/5/056007.
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G. Garipelli; R. Chavarriaga; J. d. R. Millán : Single trial analysis of slow cortical potentials: A study on anticipation related potentials; Journal of Neural Engineering. 2013. DOI : 10.1088/1741-2560/10/3/036014.
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H. Sagha; H. Bayati; J. d. R. Millán; R. Chavarriaga : On-line anomaly detection and resilience in classifier ensembles; Pattern Recognition Letters. 2013. DOI : 10.1016/j.patrec.2013.02.014.
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R. Leeb; M. Lancelle; V. Kaiser; D. W. Fellner; G. Pfurtscheller : Thinking Penguin: Multi-modal Brain-Computer Interface Control of a VR Game; IEEE Transactions on Computational Intelligence and AI in Games. 2013. DOI : 10.1109/TCIAIG.2013.2242072.
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R. Chavarriaga; H. Sagha; A. Calatroni; S. Digumarti; G. Tröster et al. : The Opportunity challenge: A benchmark database for on-body sensor-based activity recognition; Pattern Recognition Letters. 2013. DOI : 10.1016/j.patrec.2012.12.014.
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G. Courtine; S. Micera; J. DiGiovanna; J. d. R. Millán : Brain–machine interface: closer to therapeutic reality?; The Lancet. 2013. DOI : 10.1016/S0140-6736(12)62164-3.
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D. Roggen; P. Lukowicz; A. Ferscha; J. d. R. Millán; G. Tröster et al. : Opportunistic human activity and context recognition; Computer -IEEE Computer Society-. 2013. DOI : 10.1109/MC.2012.393.
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T. Carlson; J. d. R. Millán : Brain-Controlled Wheelchairs: A Robotic Architecture; IEEE Robotics and Automation Magazine. 2013. DOI : 10.1109/MRA.2012.2229936.
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R. Chavarriaga; H. Bayati; J. d. R. Millán : Unsupervised adaptation for acceleration-based activity recognition: Robustness to sensor displacement and rotation; Personal and Ubiquitous Computing. 2013. DOI : 10.1007/s00779-011-0493-y.
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Conference Papers

A. Biasiucci; R. Leeb; A. Al-Khodairy; V. Buhlmann; J. d. R. Millán : Motor Recovery After Stroke by Means of BCI-Guided Functional Electrical Stimulation. 2013. 5th International Brain-Computer Interface Meeting, Asilomar, California, USA, June 3-7, 2013. DOI : 10.3217/978-3-85125-260-6-49.
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I. Iturrate; J. Omedes; L. Montesano : Shared control of a robot using EEG-based feedback signals. 2013. International Joint Conference on Artificial Intelligence (IJCAI), Beijing, China, 2013. p. 45-50. DOI : 10.1145/2493525.2493533.
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J. Omedes; I. Iturrate; L. Montesano; J. Minguez : Using frequency-domain features for the generalization of EEG error-related potentials among different tasks. 2013. IEEE Engineering in Medicine and Biology Society (EMBC), Osaka, Japan, 2013. p. 5263-5266. DOI : 10.1109/EMBC.2013.6610736.
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I. Iturrate; L. Montesano; J. Minguez : Shared-control brain-computer interface for a two dimensional reaching task using EEG error-related potentials. 2013. IEEE Engineering in Medicine and Biology Society (EMBC), Osaka, Japan, 2013. p. 5258-5262. DOI : 10.1109/EMBC.2013.6610735.
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G. R. Mueller-Putz; M. Schreuder; M. Tangermann; R. Leeb; J. d. R. Millán : The hybrid Brain-Computer Interface: a bridge to assistive technology?. 2013. Tri-State Conference of the German-Swiss-and-Austrian-Society-for-Biomedical-Technology (BMT), Graz, AUSTRIA, 2013. DOI : 10.1515/bmt-2013-4435.
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R. Leeb; T. Carlson; L. Tonin; J. d. R. Millán : Brain-Actuated Assistive Mobility For Disabled End-User. 2013. Tri-State Conference of the German-Swiss-and-Austrian-Society-for-Biomedical-Technology (BMT), Graz, AUSTRIA, 2013. DOI : 10.1515/bmt-2013-4437.
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H. Sagha; A. Calatroni; J. D. R. Millan; D. Roggen; G. Troester et al. : Robust Activity Recognition Combining Anomaly Detection and Classifier Retraining. 2013. IEEE International Conference on Body Sensor Networks.
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J. d. R. Millán; T. Carlson; L. Tonin; S. Perdikis; A. Biasiucci et al. : Brain-Machine Interfaces: Progress in Large Clinical Validation. 2013. 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Osaka, Japan, July 3-7, 2013.
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M. Uscumlic; R. Chavarriaga; J. d. R. Millán : Iterative EEG-based Natural Image Search under RSVP. 2013. 5th International BCI Meeting, Asilomar Conference Center, Pacific Grove, California, June 3-7, 2013. DOI : 10.3217/978-3-85125-260-6-62.
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L. A. Gheorghe; R. Chavarriaga; J. d. R. Millán : Steering Timing Prediction in a Driving Simulator Task. 2013. 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Osaka, Japan, July 3-7, 2013.
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H. Zhang; R. Chavarriaga; L. A. Gheorghe; J. d. R. Millán : Inferring Driver’s Turning Direction through Detection of Error Related Brain Activity. 2013. 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Osaka, Japan, July 3-7, 2013.
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J.-H. Kim; R. Chavarriaga; J. d. R. Millán; S. W. Lee : 3D Trajectory Reconstruction of Upper Limb Based on EEG. 2013. 5th International BCI Meeting, Asilomar Conference Center, Pacific Grove, California, June 3-7, 2013. DOI : 10.3217/978-3-85125-260-6-137.
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A. Sobolewski; R. Chavarriaga; J. d. R. Millán : Error Potentials for Brain-Computer Interfaces. 2013. 5th International BCI Meeting, Asilomar Conference Center, Pacific Grove, California, June 3-7, 2013. DOI : 10.3217/978-3-85125-260-6-118.
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R. Chavarriaga; A. Biasiucci; R. Leeb; V. Soto León; M. Campolo et al. : Selective Enhancement of Motor Imagery Features Using Transcranial Direct Current Stimulation. 2013. 5th International BCI Meeting, Asilomar Conference Center, Pacific Grove, California, June 3-7, 2013. DOI : 10.3217/978-3-85125-260-6-21.
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R. Chavarriaga; L. A. Gheorghe; H. Zhang; Z. Khaliliardali; J. d. R. Millán : Detecting Cognitive States for Enhancing Driving Experience. 2013. 5th International BCI Meeting, Asilomar Conference Center, Pacific Grove, California, June 3-7, 2013. DOI : 10.3217/978-3-85125-260-6-60.
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T. Carlson; S. Saeedi; R. Chavarriaga; J. d. R. Millán : On the Need for Both Internal and External Context Awareness for Reliable BCIs. 2013. 5th International BCI Meeting, Asilomar, CA, June 2-3, 2013. DOI : 10.3217/978-3-85125-260-6-109.
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S. Saeedi; T. Carlson; R. Chavarriaga; J. d. R. Millán : Making the most of context-awareness in brain-computer interfaces. 2013. IEEE International Conference on Cybernetics, Lausanne, Switzerland, June 13-15, 2013. p. 68-73.
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R. Leeb; T. Carlson; S. Perdikis; L. Tonin; A. Biasiucci et al. : Transferring BCI skills to successful application controls. 2013. 5th International BCI Meeting, Asilomar Conference Center, Pacific Grove, California, June 3-7, 2013. DOI : 10.3217/978-3-85125-260-6-6.
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R. Leeb; K. Gwak; D.-S. Kim; J. d. R. Millán : Feel the BCI vibe – vibrotactile BCI feedback. 2013. 5th International BCI Meeting, Asilomar Conference Center, Pacific Grove, California, June 3-7, 2013. DOI : 10.3217/978-4-83452-381-5/096.
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R. Leeb; K. Gwak; D.-S. Kim; J. d. R. Millán : Freeing the visual channel by exploiting vibrotactile BCI feedback. 2013. 35th Annual International Conference of the Engineering in Medicine and Biology Society, Osaka, Japan, July 3-7, 2013.
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N. Beuchat; R. Chavarriaga; S. Degallier; J. d. R. Millán : Offline Decoding of Upper Limb Muscle Synergies from EEG Slow Cortical Potentials. 2013. The 35th Annual International Conference of the Engineering in Medicine and Biology Society, Osaka, Japan, July 3-7, 2013.
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T. Carlson; L. Tonin; S. Perdikis; R. Leeb; J. d. R. Millán : A Hybrid BCI for Enhanced Control of a Telepresence Robot. 2013. The 35th Annual International Conference of the Engineering in Medicine and Biology Society, Osaka, Japan, July 3-7, 2013. p. 3097-3100.
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Sagha H., Calatroni A., Millán J.d.R., Roggen D., Tröster G., Chavarriaga R. (2013). Robust activity recognition combining anomaly detection and classifier retraining. 10th Conf. Body Sensor Networks. Cambridge, USA.
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Reviews

D. Borton; S. Micera; J. d. R. Millán; G. Courtine : Personalized neuroprosthetics; Science Translational Medicine. 2013. DOI : 10.1126/scitranslmed.3005968.
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Book Chapters

R. Chavarriaga; A. Biasiucci; A. Molina; R. Leeb; V. Soto Leon et al. : tDCS Modulates Motor Imagery-Related BCI Features; Converging Clinical and Engineering Research on Neurorehabilitation; Springer Berlin Heidelberg, 2013. p. 647-651.
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J. d. R. Millán : Brain-Machine Interfaces; Principles of Tissue Engineering, 4th Edition; Elsevier, 2013.
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J. d. R. Millán : Brain-Computer Interfaces; Introduction to Neural Engineering for Motor Rehabilitation; Hoboken, New Jersey: John Wiley & Sons, 2013. p. 237-252.
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2012

Journal Articles

E. Lew; R. Chavarriaga; S. Silvoni; J. d. R. Millán : Detection of self-paced reaching movement intention from EEG signals; Frontiers in Neuroengineering. 2012. DOI : 10.3389/fneng.2012.00013.
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L. Tonin; R. Leeb; J. d. R. Millán : Time-Dependent Approach for Single Trial Classification of Covert Visuospatial Attention; Journal of Neural Engineering. 2012. DOI : 10.1088/1741-2560/9/4/045011.
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B. Z. Allison; R. Leeb; C. Brunner; G. R. Mueller-Putz; G. Bauernfeind et al. : Toward smarter BCIs: extending BCIs through hybridization and intelligent control; Journal of Neural Engineering. 2012. DOI : 10.1088/1741-2560/9/1/013001.
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A. Tzovara; M. Murray; N. Bourdaud; R. Chavarriaga; J. d. R. Millán et al. : The timing of exploratory decision-making revealed by single-trial topographic EEG analyses; Neuroimage. 2012. DOI : 10.1016/j.neuroimage.2012.01.136.
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T. Carlson; Y. Demiris : Collaborative Control for a Robotic Wheelchair: Evaluation of Performance, Attention and Workload; IEEE Transactions on Systems, Man, and Cybernetics: Part B. 2012. DOI : 10.1109/TSMCB.2011.2181833.
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M. Kurz; H. Gerold; A. Ferscha; A. Calatroni; D. Roggen et al. : The OPPORTUNITY Framework and Data Processing Ecosystem for Opportunistic Activity and Context Recognition; International Journal of Sensors, Wireless Communications and Control. 2012.
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Conference Papers

T. Carlson; R. Leeb; R. Chavarriaga; J. d. R. Millán : The Birth of the Brain–Controlled Wheelchair. 2012. IEEE/RSJ International Conference on Intelligent Robots and Systems, Vilamoura, Portugal, 7-11 October 2012. p. 5444-5445.
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T. d. J. Mateo Sanguino; J. M. Andújar Márquez; T. Carlson; J. d. R. Millán : Interaction and Evaluation of an Augmented Virtuality Assistance System for Teleoperated Robots. 2012. IEEE International Symposium on Robotic and Sensors Environments, Magdeburg, Germany, 16-18 November 2012.
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T. Carlson; R. Leeb; R. Chavarriaga; J. d. R. Millán : Online Modulation of the Level of Assistance in Shared Control Systems. 2012. IEEE International Conference on Systems Man and Cybernetics (SMC 2012), Seoul, Korea, October, 2012. p. 3321-3326.
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J. Aguilar-Zambrano; M. Hurtado; M. Valencia; C. Sandoval : Interdisciplinary Design of an Assistive Product for Personal Mobility with the use of an Expanded Model of Axiomatic Design. 2012. 2nd International Conference on design, Engineering and Management for Innovation, IDEMi, Florianópolis, Brasil, October 21-23, 2012.
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M. Hurtado Floyd; J. Aguilar-Zambrano; M. Valencia; C. Sandoval Jimenez; A. L. Diaz : Social Inclusion: A Multidisciplinary Design Approach. 2012. 2nd International Conference on design, Engineering and Management for Innovation, IDEMi, Florianópolis, Brasil, October 21-23, 2012.
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S. Saeedi; R. Chavarriaga; M. C. Gastpar; J. d. R. Millán : Real-time Prediction of Fast and Slow Delivery of Mental Commands in a Motor Imagery BCI: An Entropy-based Approach. 2012. The 2012 IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2012), Seoul, S. Korea, October 14-17, 2012. p. 3327-3331.
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H. Zhang; R. Chavarriaga; M. K. Goel; L. A. Gheorghe; J. d. R. Millán : Improved Recognition of Error Related Potentials through the use of Brain Connectivity Features. 2012. The 34th Annual International Conference of the Engineering in Medicine and Biology Society, San Diego, California, USA, August 28 – September 1, 2012. p. 6740-6743.
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Z. Khaliliardali; R. Chavarriaga; L. A. Gheorghe; J. d. R. Millán : Detection of Anticipatory Brain Potentials during Car Driving. 2012. The 34th Annual International Conference of the Engineering in Medicine and Biology Society, San Diego, USA, Aug 28-Sep 1.
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I. Iturrate; R. Chavarriaga; L. Montesano; J. Minguez; J. d. R. Millán : Latency Correction of Error Potentials Between Different Experiments Reduces Calibration Time for Single-Trial Classification. 2012. 34th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’12), San Diego, August 28 – September 1, 2012.
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E. Lew Yi Lee; R. Chavarriaga; H. Zhang; M. Seeck; J. d. R. Millán : Self-paced Movement Intention Detection from Human Brain Signals: Invasive and Non-invasive EEG. 2012. 34th Annual International Conference of the IEEE Engineering in Medicine and Biology, San Diego, USA, August 28 – September 1, 2012. p. 3280-3283.
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R. Chavarriaga; X. Perrin; R. Siegwart; J. d. R. Millán : Anticipation- and Error-related EEG Signals during Realistic Human-Machine interaction: A Study on Visual and Tactile Feedback. 2012. 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’12), San Diego, USA, August 28 – September 1, 2012. p. 6723-6726.
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M. K. Goel; R. Chavarriaga; J. d. R. Millán : Online BCI with Stable Sources. 2012. 3rd TOBI Workshop, Würzburg, Germany, March 20-22, 2012.
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O. Baños; A. Calatroni; M. Damas; H. Pomaras; I. Rojas et al. : Kinect=IMU? Learning MIMO Signal Mappings to Automatically Translate Activity Recognition Systems Across Sensor Modalities. 2012. International Symposium on Wearable Computers, Newcastle, UK, June 18-22, 2012.
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H. Sagha; S. Perdikis; J. d. R. Millán; R. Chavarriaga : Toward online detection of BCI performance degradation. 2012. 3rd TOBI workshop, Würzburg, Germany, March 20-22, 2012.
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L. Tonin; G. Garipelli; R. Leeb; J. d. R. Millán : Discriminative modeling of spectro-temporal evolution of covert visuospatial attention for BCI. 2012. TOBI Workshop lll: Bringing BCIs to End-Users: Facing the Challenge, Wuerzburg, 2012.
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T. Carlson; R. Leeb; G. Monnard; A. Al-Khodairy; J. d. R. Millán : Driving a BCI Wheelchair: A Patient Case Study. 2012. TOBI Workshop lll: Bringing BCIs to End-Users: Facing the Challenge, Würzburg, Germany, March 20-22, 2012. p. 59-60.
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T. Carlson; L. Tonin; R. Leeb; M. Rohm; R. Rupp et al. : BCI Telepresence: A Six Patient Evaluation. 2012. TOBI Workshop lll: Bringing BCIs to End-Users: Facing the Challenge, Würzburg, Germany, March 20-22, 2012. p. 18-19.
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Books

B. Allison; S. Dunne; R. Leeb; J. d. R. Millán; A. Nijholt : Towards Practical Brain-Computer Interfaces: Bridging the Gap from Research to Real-World Applications ; Berlin Heidelberg: Springer-Verlag GmbH.
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Book Chapters

B. Allison; S. Dunne; R. Leeb; J. d. R. Millán; A. Nijholt : Recent and Upcoming BCI progress: Overview, Analysis, and Recommendations; Towards Practical Brain-Computer Interfaces: Bridging the Gap from Research to Real-World Applications; Berlin Heidelberg: Springer-Verlag GmbH, 2012. p. 1-13.
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F. Lotte; J. Faller; C. Guger; Y. Renard; G. Pfurtscheller et al. : Combining BCI with Virtual Reality: Towards New Applications and Improved BCI; Towards Practical Brain-Computer Interfaces: Bridging the Gap from Research to Real-World Applications; Berlin Heidelberg: Springer-Verlag GmbH, 2012. p. 197-220.
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R. Leeb; J. d. R. Millán : Introduction to Devices, Applications and Users: Towards Practical BCIs based on Shared Control Techniques; Towards Practical Brain-Computer Interfaces: Bridging the Gap from Research to Real-World Applications; Berlin Heidelberg: Springer-Verlag GmbH, 2012. p. 107-129.
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2011

Journal Articles

N. Bourdaud; R. Chavarriaga; J. d. R. Millán : Bayesian detection of asynchronous EEG patterns; International Journal of Bioelectromagnetism. 2011.
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G. R. Müller-Putz; C. Breitwieser; F. Cincotti; R. Leeb; M. Schreuder et al. : Tools for brain-computer interaction: a general concept for a hybrid BCI; Frontiers in Neuroinformatics. 2011. DOI : 10.3389/fninf.2011.00030.
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M. K. Goel; R. Chavarriaga; J. d. R. Millán : Inverse solutions for classifying Event Related Potentials; International Journal of Bioelectromagnetism. 2011.
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S. Perdikis; H. Bayati; R. Leeb; J. d. R. Millán : Evidence Accumulation in asynchronous BCI; International Journal of Bioelectromagnetism. 2011.
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A. Biasiucci; R. Chavarriaga; R. Leeb; H. Sagha; D. Mattia et al. : EEG Microstates for BCI Therapist Feedback: Preliminary Results on a Stroke Patient; International Journal of Bioelectromagnetism. 2011.
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T. Carlson; G. Monnard; J. d. R. Millán : Vision-Based Shared Control for a BCI Wheelchair; International Journal of Bioelectromagnetism. 2011.
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S. Dégallier Rochat; L. Righetti; S. Gay; A. Ijspeert : Towards simple control for complex, autonomous robotic applications: Combining discrete and rhythmic motor primitives; Autonomous Robots. 2011. DOI : 10.1007/s10514-011-9235-2.
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R. Leeb; H. Sagha; R. Chavarriaga Lozano; J. d. R. Millán : A hybrid BCI based on the fusion of EEG and EMG activities; Journal of Neural Engineering. 2011. DOI : 10.1088/1741-2560/8/2/025011.
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C. de Negueruela; M. Broschart; C. Menon; J. d. R. Millán : Brain-Computer Interfaces for Space Applications; Personal and Ubiquitous Computing. 2011. DOI : 10.1007/s00779-010-0322-8.
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Kurz M., Gerold H., Ferscha A., Calatroni A., Roggen D., Tröster G., Sagha H., Chavarriaga R., Millán J.d.R., Bannach D., Kunze K., Lukowicz P. (2011). The OPPORTUNITY framework and data processing ecosystem for opportunistic activity and context recognition. J. Sensors, Wireless Communications & Control, 1(2):102–125.
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Conference Papers

E. Lopez-Larraz; M. Creatura; I. Iturrate; L. Montesano; J. Minguez : EEG Single-Trial Classification of Visual, Auditive and Vibratory Feedback Potentials in Brain-Computer Interfaces. 2011. IEEE Engineering in Medicine and Biology Society (EMBC), Boston, Massachusetts, USA, 2011. p. 4231-4. DOI : 10.1109/IEMBS.2011.6091050.
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E. Lopez-Larraz; I. Iturrate; C. Escolano; I. Garcia; L. Montesano et al. : Single-Trial Classification of Feedback Potentials within Neurofeedback Training with an EEG Brain-Computer Interface. 2011. IEEE Engineering in Medicine and Biology Society (EMBC), Boston, Massachusetts, USA, 2011. p. 4596-9. DOI : 10.1109/IEMBS.2011.6091138.
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D. Roggen; A. Calatroni; K. Förster; G. Tröster; P. Lukowicz et al. : Activity Recognition in Opportunistic Sensor Environments. 2011. The European Future Technologies Conference and Exhibition 2011. p. 173-174. DOI : 10.1016/j.procs.2011.09.003.
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L. Tonin; R. Leeb; J. d. R. Millán : Single trial detection of spatial covert visual attention for BCI. 2011. 5th International Brain-Computer Interface Conference 2011, Graz, Austria, September 22-24, 2011.
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L. Tonin; T. Carlson; R. Leeb; J. d. R. Millán : Brain-Controlled Telepresence Robot by Motor-Disabled People. 2011. 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’11), Boston, USA, August 30-September 3, 2011.
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B. Hamner; R. Leeb; M. Tavella; J. d. R. Millán : Phase-based features for Motor Imagery Brain-Computer Interfaces. 2011. 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’11), Boston, USA, August 30-September 3, 2011.
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T. Carlson; G. Monnard; R. Leeb; J. d. R. Millán : Evaluation of Proportional and Discrete Shared Control Paradigms for Low Resolution User Inputs. 2011. IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2011), Anchorage, Alaska, October 9-12, 2011. p. 1044-1049. DOI : 10.1109/ICSMC.2011.6083812.
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S. Perdikis; M. Tavella; R. Leeb; R. Chavarriaga; J. d. R. Millán : A supervised recalibration protocol for unbiased BCI. 2011. 5th International Brain-Computer Interface Conference 2011, Graz, Austria, September 22-24, 2011.
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H. Sagha; S. T. Digumarti; J. d. R. Millán; R. Chavarriaga; A. Calatroni et al. : Benchmarking classification techniques using the Opportunity human activity dataset. 2011. IEEE International Conference on Systems, Man, and Cybernetics, Anchorage, AK, USA, October 9-12, 2011. p. 36-40.
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R. Leeb; A. Al-Khodairy; A. Biasiucci; S. Perdikis; M. Tavella et al. : Are we ready? Issues in transferring BCI technology from experts to users. 2011. 5th International Brain-Computer Interface Conference 2011, Graz, Austria, September 22-24, 2011. p. 352-355.
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X. Perrin; F. Colas; R. Chavarriaga; C. Pradalier; J. d. R. Millán et al. : Learning User Habits for Semi-Autonomous Navigation Using Low Throughput Interfaces. 2011. IEEE Int Conf Systems, Man, and Cybernetics (IEEE SMC 2011), Anchorage, Alaska, USA, October 9-12, 2011.
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I. Iturrate; L. Montesano; R. Chavarriaga; J. d. R. Millán; J. Minguez : Minimizing calibration time of single-trial recognition of error potentials in brain-computer interfaces. 2011. Engineering in Medicine and Biology Conference (EMBC 2011), Boston, Massachusetts, USA, August 30 – September 3, 2011.
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R. Chavarriaga; H. Sagha; J. d. R. Millán : Ensemble creation and reconfiguration for activity recognition: An information theoretic approach.. 2011. IEEE Int Conf Systems, Man, and Cybernetics (IEEE SMC 2011), Anchorage, Alaska, USA, October 9-12, 2011. p. 2761-2766.
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I. Iturrate; L. Montesano; R. Chavarriaga; J. d. R. Millán; J. Minguez : Spatio-temporal filtering for EEG error related potentials.. 2011. 5th Int Brain-Computer Interface Conference, 2011, Graz, Austria,, September 22-24, 2011.
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B. Hamner; R. Chavarriaga; J. d. R. Millán : Learning dictionaries of spatial and temporal EEG primitives for brain-computer interfaces. 2011. Workshop on Structured Sparsity: Learning and Inference, ICML 2011, Bellevue, Washington, USA, July 2, 2011.
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H. Sagha; J. d. R. Millán; R. Chavarriaga : Detecting and rectifying anomalies in body sensor networks. 2011. International Conference on Body Sensor Networks 2011 (BSN11), Dallas, Texas, USA, May 23-25, 2011.
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H. Bayati; J. d. R. Millán; R. Chavarriaga : Unsupervised adaptation to on-body sensor displacement in acceleration-based activity recognition. 2011. IEEE International Symposium on Wearable Computers, ISWC 2011, San Francisco, June 12-15, 2011. p. 71-78. DOI : 10.1109/ISWC.2011.11.
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M. K. Goel; R. Chavarriaga; J. d. R. Millán : Cortical Current Density vs. Surface EEG for Event-Related Potential-based Brain-Computer Interface. 2011. 5th International IEEE EMBS Conference on Neural Engineering, Cancun, Mexico, April 27- May 1, 2011. p. 430-433.
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A. Biasiucci; R. Chavarriaga; B. Hamner; R. Leeb; F. Pichiorri et al. : Combining Discriminant and Topographic Information in BCI: Preliminary Results on Stroke Patients. 2011. 5th International IEEE EMBS Conference on Neural Engineering, Cancun, Mexico, April 27 – May 1, 2011. p. 290-293.
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G. Garipelli; R. Chavarriaga; J. d. R. Millán : Single Trial Recognition of Anticipatory Slow Cortical Potentials: The Role of Spatio-Spectral Filtering. 2011. 5th International Conference on Neural Engineering, Cancun, Mexico, April 27-May 1, 2011.
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M. Kurz; G. Hölzl; A. Ferscha; H. Sagha; J. d. R. Millán et al. : Dynamic Quantification of Activity Recognition Capabilities in Opportunistic Systems. 2011. 4th Conference on Context Awareness for Proactive Systems: CAPS2011, Budapest, Hungary, May 15-16, 2011.
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H. Sagha; J. d. R. Millán; R. Chavarriaga : Detecting Anomalies to Improve Classification Performance in Opportunistic Sensor Networks. 2011. Seventh IEEE International Workshop on Sensor Networks and Systems for Pervasive Computing, Seattle, WA, USA, March 21-25,2011.
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2010

Journal Articles

J. d. R. Millán; R. Rupp; G. Müller-Putz; R. Murray-Smith; C. Giugliemma et al. : Combining brain-computer interfaces and assistive technologies: state-of-the-art and challenges; Frontiers in Neuroscience. 2010. DOI : 10.3389/fnins.2010.00161.
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D. Friedman; R. Leeb; G. Pfurtscheller; M. Slater : Human-Computer Interface Issues in Controlling Virtual Reality With Brain-Computer Interface; Human-Computer Interaction. 2010. DOI : 10.1080/07370020903586688.
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J. d. R. Millán; J. Carmena : Invasive or Noninvasive: Understanding Brain-Machine Interface Technology; IEEE Engineering in Medicine and Biology Magazine. 2010. DOI : 10.1109/MEMB.2009.935475.
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R. Chavarriaga; J. d. R. Millán : Context-Aware Brain-Computer Interfaces; PerAda Magazine. 2010. DOI : 10.2417/2201006.003009.
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L. Dollé; D. Sheynikhovich; B. Girard; R. Chavarriaga; A. Guillot : Path planning versus cue responding: a bioinspired model of switching between navigation strategies; Biological Cybernetics. 2010. DOI : 10.1007/s00422-010-0400-z.
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R. Chavarriaga; J. d. R. Millán : Learning from EEG Error-related Potentials in Noninvasive Brain-Computer Interfaces; IEEE Transactions on Neural Systems and Rehabilitation Engineering. 2010. DOI : 10.1109/TNSRE.2010.2053387.
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X. Perrin; R. Chavarriaga; F. Colas; R. Siegwart; J. d. R. Millán : Brain-coupled Interaction for Semi-autonomous Navigation of an Assistive Robot; Robotics and Autonomous Systems. 2010. DOI : 10.1016/j.robot.2010.05.010.
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Conference Papers

I. Iturrate; L. Montesano; J. Minguez : Robot Reinforcement Learning using EEG-based reward signals. 2010. IEEE International Conference on Robotics and Automation (ICRA), Anchorage, Alaska, USA, 2010. p. 4822-4829. DOI : 10.1109/ROBOT.2010.5509734.
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E. Lopez-Larraz; I. Iturrate; L. Montesano; J. Minguez : Real-Time Recognition of Feedback Error-Related Potentials during a Time-Estimation Task. 2010. IEEE Engineering in Medicine and Biology Society (EMBC), Buenos Aires, Argentina, 2010. p. 2670-3. DOI : 10.1109/IEMBS.2010.5626623.
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I. Iturrate; L. Montesano; J. Minguez : Single Trial Recognition of Error-Related Potentials During Observation of Robot Operation. 2010. IEEE Engineering in Medicine and Biology Society (EMBC), Buenos Aires, Argentina, 2010. p. 4181-4. DOI : 10.1109/IEMBS.2010.5627380.
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R. Chavarriaga; H. Sagha; H. Bayati; J. d. R. Millán; D. Roggen et al. : Robust activity recognition for assistive technologies: Benchmarking machine learning techniques. 2010. Workshop on Machine Learning for Assistive Technologies at the Twenty-fourth Annual Conference on Neural Information Processing Systems (NIPS), Whistler, Canada, December 10, 2010.
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R. Leeb; M. J. Gubler; M. Tavella; H. Miller; J. d. R. Millán : On The Road To A Neuroprosthetic Hand: A Novel Hand Grasp Orthosis Based on Functional Electrical Stimulation. 2010. 32nd Annual International Conference of the IEEE EMBS, Buenos Aires, Argentina, August 31 – September 4, 2010. p. 146-149.
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R. Leeb; H. Sagha; R. Chavarriaga; J. d. R. Millán : Multimodal Fusion of Muscle and Brain Signals for a Hybrid-BCI. 2010. 32nd Annual International Conference of the IEEE EMBS, Buenos Aires, Argentina, August 31 – September 4, 2010. p. 4343-4346.
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H. Sagha; J. d. R. Millán; R. Chavarriaga : A Probabilistic Approach to Handle Missing Data for Multi-Sensory Activity Recognition. 2010. Workshop on Context Awareness and Information Processing in Opportunistic Ubiquitous Systems at 12th ACM International Conference on Ubiquitous Computing, Copenhagen, Denmark, September 26-29, 2010.
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M. Tavella; R. Leeb; R. Rupp; J. d. R. Millán : Towards Natural Non-Invasive Hand Neuroprostheses for Daily Living. 2010. 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’10), Buenos Aires, Argentina, September 1-4, 2010. p. 126-129.
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L. Tonin; R. Leeb; M. Tavella; S. Perdikis; J. d. R. Millán : The Role of Shared-Control in BCI-based Telepresence. 2010. 2010 IEEE International Conference on Systems, Man, and Cybernetics, Istanbul, Turkey, October 10-13, 2010. p. -.
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R. Chavarriaga; A. Biasiucci; K. Förster; D. Roggen; G. Tröster et al. : Adaptation of Hybrid Human-Computer Interaction Systems using EEG Error-Related Potentials. 2010. 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’10), Buenos Aires, Argentina, September 1-4, 2010. p. 4226-4229.
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D. Sheynikhovich; L. Dollé; R. Chavarriaga; A. Arleo : Minimal model of strategy switching in the plus-maze navigation task. 2010. 10 Conference on Simulation of Adaptive Behavior (SAB 2010), Paris, August 24-28, 2010.
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D. Roggen; A. Calatroni; M. Rossi; T. Holleczek; K. Förster et al. : Collecting complex activity data sets in highly rich networked sensor environments. 2010. Seventh International Conference on Networked Sensing Systems, Kassel, Germany, June 15 – 18, 2010.
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L. Dollé; D. Sheynikhovich; B. Girard; B. Ujfalussy; R. Chavarriaga et al. : Analyzing interactions between cue-guided and place-based navigation with a computational model of action selection: Influence of sensory cues and training. 2010. 10 Conference on Simulation of Adaptive Behavior, SAB 2010, Paris, August 24-28, 2010.
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P. Lukowicz; G. Pirkl; D. Bannach; F. Wagner; A. Calatroni et al. : Recording a complex, multi modal activity data set for context recogntion. 2010. Workshop on Context-Systems Design, Evaluation and Optimisation at ARCS, 2010, Hannover, Germany, February 22/23, 2010.
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K. Förster; A. Biasiucci; R. Chavarriaga; J. d. R. Millán; D. Roggen et al. : On the use of brain decoded signals for online user adaptive gesture recognition systems. 2010. Pervasive 2010 The Eighth International Conference on Pervasive Computing, Helsinki, Finland, May 17-20, 2010.
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2009

Journal Articles

I. Iturrate; J. Antelis; A. Kübler; J. Minguez : A noninvasive brain-actuated wheelchair based on a P300 neurophysiological protocol and automated navigation; IEEE Transactions on Robotics. 2009. DOI : 10.1109/TRO.2009.2020347.
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J. d. R. Millán : EPFL center for neuroprosthetics; IEEE Engineering in Medicine and Biology Magazine. 2009. DOI : 10.1109/MEMB.2009.932481.
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J. d. R. Millán; P. W. Ferrez; T. Seidl : Validation of Brain-Machine Interfaces during Parabolic Flight; International Review of Neurobiology. 2009. DOI : 10.1016/S0074-7742(09)86014-5.
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C. Menon; C. de Negueruela; J. d. R. Millán : Prospects on Brain-Machine Interfaces for Space System Control; Acta Astronautica. 2009. DOI : 10.1016/j.actaastro.2008.09.008.
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G. Garipelli; R. Chavarriaga; J. d. R. Millán : Fast Recognition of Anticipation Related Potentials; IEEE Transactions on Biomedical Engineering. 2009. DOI : 10.1109/TBME.2008.2005486.
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Conference Papers

I. Iturrate; L. Montesano; J. Minguez : Synchronous EEG Brain-Actuated Wheelchair with Automated Navigation. 2009. IEEE International Conference on Robotics and Automation (ICRA), Kobe, Japan, 2009. p. 2318-2325. DOI : 10.1109/ROBOT.2009.5152580.
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J.-M. Bollon; R. Chavarriaga; J. d. R. Millán; P. Bessière : EEG Error-related Potentials Detection with a Bayesian Filter. 2009. p. 702-705. DOI : 10.1109/NER.2009.5109393.
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E. Demeester; A. Huntemann; J. d. R. Millán; H. Van Brussel : Augmenting Information from Brain-Computer Interfaces through Bayesian Plan Recognition. 2009. 17th European Symposium on Artificial Neural Networks, Bruges, Belgium, April, 22-24, 2009.
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J. d. R. Millán; F. Galán; D. Vanhooydonck; E. Lew; J. Philips et al. : Asynchronous Non-Invasive Brain-Actuated Control of an Intelligent Wheelchair. 2009. 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Minneapolis, USA, September 3-6, 2009. p. 3361-3364.
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G. Garipelli; R. Chavarriaga; F. Cincotti; F. Babiloni; J. d. R. Millán : Discriminative Channel Selection Method for the Recognition of Anticipation related Potentials from CCD estimated Cortical Activity. 2009. 2009 IEEE Machine Learning for Signal Processing Workshop, Grenoble, France, September 2-4, 2009. p. 375-380.
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G. Garipelli; R. Chavarriaga; J. d. R. Millán : Anticipation based Brain-Computer Interfacing (aBCI). 2009. 4th International IEEE/EMBS Conference on Neural Engineering, Antalya, TURKEY, Apr 29-May 02, 2009.
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D. Roggen; K. Förster; A. Calatroni; T. Holleczek; Y. Fang et al. : OPPORTUNITY: Towards opportunistic activity and context recognition systems. 2009. Third IEEE WoWMoM Workshop on Autonomic and Opportunistic Communications, Kos, Grece, June 15 2009.
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E. Demeester; J. d. R. Millán; H. Van Brussel : Bayesian Plan Recognition for Brain-Computer Interfaces.. 2009. IEEE International Conference on Robotics and Automation, Kobe, Japan, 2009.
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2008

Journal Articles

J. d. R. Millán : Brain-Controlled Robots; IEEE Intelligent Systems. 2008.
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P. W. Ferrez; J. d. R. Millán : Error-Related EEG Potentials Generated during Simulated Brain-Computer Interaction; IEEE Trans. on Biomedical Engineering. 2008. DOI : 10.1109/TBME.2007.908083.
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N. Bourdaud; R. Chavarriaga; F. Galán; J. d. R. Millán : Characterizing the EEG Correlates of Exploratory Behavior; IEEE Transactions on Neural Systems and Rehabilitation Engineering. 2008. DOI : 10.1109/TNSRE.2008.926712.
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J. d. R. Millán; P. W. Ferrez; F. Galán; E. Lew; R. Chavarriaga : Non-Invasive Brain-Machine Interaction; International Journal of Pattern Recognition and Artificial Intelligence. 2008. DOI : 10.1142/S0218001408006600.
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F. Galán; M. Nuttin; E. Lew; E. Lew; P. W. Ferrez et al. : A Brain-Actuated Wheelchair: Asynchronous and Non-Invasive Brain-Computer Interfaces for Continuous Control of Robots; Clinical Neurophysiology. 2008. DOI : 10.1016/j.clinph.2008.06.001.
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Conference Papers

A. Nijholt; D. Tan; B. Allison; J. d. R. Millán; M. Moore et al. : Brain-Computer Interfaces for HCI and Games. 2008. Proceedings of the 26th Annual CHI Conference on Human Factors in Computing Systems, Extended Abstracts.
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G. Garipelli; F. Galán; R. Chavarriaga; P. W. Ferrez; E. Lew et al. : The use of brain-computer interfacing for ambient intelligence. 2008. AmI07 Workshops, Darmstadt, Germany, November 7-10, 2007. p. 268-285. DOI : 10.1007/978-3-540-85379-4.
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G. Garipelli; R. Chavarriaga; J. d. R. Millán : Recognition of Anticipatory Behavior from Human EEG. 2008. In proceedings, 4th Intl. Brain-Computer Interface Workshop and Training Course. p. 128-133.
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L. Dollé; M. Khamassi; B. Girard; A. Guillot; R. Chavarriaga : Analyzing interactions between navigation strategies using a computational model of action selection. 2008. Int Conf Spatial Cognition 2008, Freiburg, Germany.
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X. Perrin; R. Chavarriaga; C. Ray; R. Siegwart; J. d. R. Millán : A Comparative Psychophysical and EEG Study of Different Feedback Modalities for HRI. 2008. 3rd ACM/IEEE Conf on Human-Robot Interaction (HRI08), Amsterdam, Netherlands.
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R. Chavarriaga; F. Galán; J. d. R. Millán : Asynchronous detection and classification of oscillatory brain activity. 2008. 16 European Signal Processing Conference.
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F. Galán; M. Nuttin; D. Vanhooydonck; E. Lew; P. W. Ferrez et al. : Continuous Brain-Actuated Control of an Intelligent Wheelchair by Human EEG. 2008. 4th International Brain-Computer Interface Workshop and Training Course, Graz, Austria, 2088. p. 315-320.
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P. W. Ferrez; J. d. R. Millán : Simultaneous Real-Time Detection of Motor Imagery and Error-Related Potentials for Improved BCI Accuracy. 2008. 4th International Brain-Computer Interface Workshop and Training Course, Graz, Austria, 2008. p. 197-202.
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R. Chavarriaga; F. Galán; J. Palix; C. Brandner; J. d. R. Millán : EEG-based Recognition of Covert Attentional Shifts. 2008. 6th Forum of European Neuroscience, Geneva, July 2008.
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N. Bourdaud; R. Chavarriaga; F. Galán; J. d. R. Millán : Characterizing EEG correlates of exploratory behavior. 2008. 6th Forum of European Neurosciences, Geneva, July 2008.
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2007

Journal Articles

F. Cincotti; D. Mattia; F. Aloise; S. Bufalari; L. Astolfi et al. : High-Resolution EEG Techniques for Brain-Computer Interface Applications; Journal of Neuroscience Methods. 2007. DOI : 10.1016/j.jneumeth.2007.06.031.
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F. Cincotti, L. Kauhanen,F. Aloise, T. Palomäki, N. Caporusso, P. Jylänki, D. Mattia, F. Babiloni, G. Vanacker, M. Nuttin, M. Grazia Marciani, J. d. R. Millán: Vibrotactile feedback for brain-computer interface operation. (2007) Computational Intelligence and Neuroscience, 2007, Article ID 48937.
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G. Vanacker, J.d.R. Millán, E. Lew, P.W. Ferrez, F. Galán, J. Philips, H. Van Brussel, M. Nuttin M. (2007). Context-based filtering for assisted brain-actuated wheelchair driving. Computational Intelligence and Neuroscience, 2007, Article ID 25130.
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A. Arleo; R. Chavarriaga : Guest Editorial: Multisensory integration and parallel memory systems for spatial cognition; J Integrative Neuroscience. 2007.
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Conference Papers

X. Perrin; R. Chavarriaga; R. Siegwart; J. d. R. Millán : Bayesian Controller for a Novel Semi-Autonomous Navigation Concept. 2007. 3rd European Conference on Mobile Robots (ECMR 2007), Freiburg, Germany.
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J. d. R. Millán; P. W. Ferrez; F. Galán; E. Lew; R. Chavarriaga : Non-Invasive Brain-Actuated Interaction. 2007. Proceedings of the 2nd International Symposium on Brain, Vision and Artificial Intelligence. DOI : 10.1007/978-3-540-75555-5.
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F. Galán; J. Palix; R. Chavarriaga; P. W. Ferrez; E. Lew et al. : Visuo-Spatial Attention Frame Recognition for Brain-Computer Interfaces. 2007. 1st International Conference on Cognitive Neurodynamics (ICCN 2007), Shanghai, China, Nov 2007.
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P.W. Ferrez , J.d.R. Millán: EEG-based brain-computer interaction: Improved accuracy by automatic single-trial error detection. (2007) Advances in Neural Information Processing Systems, NIPS 20. Vancouver, Canada.
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R. Chavarriaga, P.W. Ferrez , J.d.R. Millán: To err is human: Learning from error potentials in brain-computer interfaces. (2007) 1st Int. Conf. Cognitive Neurodynamics. Shanghai, China.
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F. Galán, P.W. Ferrez, F. Oliva, J. Guàrdia, J.d.R. Millán: Feature extraction for multi-class BCI using canonical variates analysis. (2007)IEEE Int. Symp. Intelligent Signal Processing. Alcalá de Henares, Spain.
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J. Philips, J.d.R. Millán, G. Vanacker, E. Lew, F. Galán, P.W. Ferrez, H. Van Brussel, M. Nuttin:  Adaptive shared control of a brain-actuated simulated wheelchair. (2007) 10th IEEE Int. Conf. Rehabilitation Robotics. Noordwijk, The Netherlands.
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Book Chapters

R. Leeb; R. Scherer; D. Friedman; F. Lee; C. Keinrath et al. : Combining BCI and Virtual Reality: Scouting Virtual Worlds; Towards brain-computer interfacing; MIT Press, Cambridge, MA, USA, 2007. p. 393-408.
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2006

Journals

A. Buttfield A., P.W. Ferrez, J.d.R. Millán:  Towards a robust BCI: Error recognition and online learning. (2006) IEEE Trans. Neural Systems and Rehabilitation Engineering, 14(2):164–168.
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S.L. Gonzalez Andino, R. Grave de Peralta, G. Thut, J.d.R. Millán, P. Morier, T. Landis: Very high frequency oscillations (VHFO) as a predictor of movement intentions. (2006) NeuroImage, 32(1):170–179.
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2005

Journals

R. Grave de Peralta, S.L. Gonzalez Andino, L. Perez, P.W. Ferrez, J.d.R Millán: Non-invasive estimation of local field potentials for neuroprosthesis control. (2005) Cognitive Processing, 6(1):59–64.Abstract, Pdf

Conference Papers

P.W. Ferrez, J.d.R Millán: You are wrong!—Automatic detection of interaction errors from brain waves. (2005) 19th Int. Joint Conf. Artificial Intelligence. Edinburgh, UK.Abstract, Pdf

2004

Conference Papers

J.d.R Millán. (2004). On the need for on-line learning in brain-computer interfaces. (2005) Joint Conf. Neural Networks. Budapest, Hungary.Abstract, Pdf

2003

Journal Articles

J. d. R. Millán : Adaptive Brain Interfaces; Communications of the ACM. 2003. DOI : 10.1145/636772.636773.

2002

Journal Articles

J. d. R. Millán; J. Mouriño; M. Franzé; F. Cincotti; M. Varsta et al. : A Local Neural Classifier for the Recognition of EEG Patterns Associated to Mental Tasks; IEEE Transactions on Neural Networks. 2002.
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J. d. R. Millán; M. Franzé; J. Mouriño; F. Cincotti; F. Babiloni : Relevant EEG Features for the Classification of Spontaneous Motor-Related Tasks; Biological Cybernetics. 2002. DOI : 10.1007/s004220100282.
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