Deliverables Open Research Data Pilot (1) Data Management Plan Some data collected during this project will be made available to the research community as open data Publications Conference proceedings (28) Guidelines to use Transfer Learning for Motor Imagery Detection: an experimental study Author(s): Bougrain, Laurent; Rimbert, Sébastien; Rodrigues, Pedro Luiz Coelho; Canron, Geoffrey; Lotte, Fabien Published in: 10th International IEEE/EMBS Conference on Neural Engineering (NER)., May 2021, virtually, United States, Issue 3, 2021 Publisher: IEEE Simple Probabilistic Data-driven Model for Adaptive BCI Feedback Author(s): Jelena Mladenović; Fabien Lotte; Jérémie Mattout; Jérémy Frey Published in: NAT 2022 – 3rd Neuroadaptive Technology Conference, 2022 Publisher: TU Brandenburg A framework for user training adaptation in Brain-Computer Interfaces based on mental tasks (MT-BCIs) Author(s): Aline Roc; Fabien Lotte Published in: International BCI meeting, 2021 Publisher: BCI society Freedom! Making a case for more options for users during training in BCI Author(s): Smeety Pramij; Aline Roc; Fabien Lotte Published in: International BCI Meeting, 2021 Publisher: BCI society Identifying factors influencing the outcome of BCI-based post stroke motor rehabilitation towards its personalization with Artificial Intelligence Author(s): David Trocellier, Bernard N’kaoua, Fabien Lotte Published in: MetroXRAINE 2022 – IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence, and Neural Engineering, 2022 Publisher: IEEE DOI: 10.1109/metroxraine54828.2022.9967648 Tools for affective, cognitive and conative states estimation from both EEG and physiological signals Author(s): Aurélien Appriou, Fabien Lotte Published in: Neuroergonomics Conference (NEC), 2021 Publisher: LMU, Germany Towards measuring states of epistemic curiosity through electroencephalographic signals Author(s): Aurélien Appriou; Jessy Ceha; Smeety Pramij; Dan Dutartre; Edith Law; Pierre-Yves Oudeyer; Fabien Lotte Published in: IEEE System Man and Cybernetics Conference, 2020 Publisher: IEEE Active Inference for Adaptive BCI: application to the P300 Speller Author(s): Jelena Mladenović, Jérémy Frey, Emmanuel Maby, Mateus Joffily, Fabien Lotte, Jeremie Mattout Published in: International BCI meeting, 2018 Publisher: BCI society MI-BCI Performances correlate with subject-specific frequency band characteristics Author(s): Benaroch, Camille; Jeunet, Camille; Lotte, Fabien Published in: International BCI Meeting 2021, Issue 9, 2021 Publisher: BCI society Assessing The Relevance Of Neurophysiological Patterns To Predict Motor Imagery-based BCI Users’ Performance Author(s): Eidan Tzdaka; Camille Benaroch; Camille Jeunet; Fabien Lotte Published in: IEEE International conference on System, Man and Cybernetics (IEEE SMC), Issue 9, 2020 Publisher: IEEE DOI: 10.1109/smc42975.2020.9283307 Towards Robust Neuroadaptive HCI - Exploring Modern Machine Learning Methods to Estimate Mental Workload From EEG Signals Author(s): Aurélien Appriou, Andrzej Cichocki, Fabien Lotte Published in: Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems - CHI '18, 2018, Page(s) 1-6, ISBN 9781-450356213 Publisher: ACM Press DOI: 10.1145/3170427.3188617 What are the best motor tasks to use and calibrate SensoriMotor Rhythm Neurofeedback and Brain-Computer Interfaces? A preliminary case study Author(s): Lotte , Fabien; Cichocki , Andrzej Published in: rtFIN 2017 - Real-time functional Imaging and Neurofeedback conference, Issue 1, 2017 Publisher: RTFIN Towards Artificial Learning Companions for Mental Imagery-based Brain-Computer Interfaces Author(s): Pillette , Léa; Jeunet , Camille; N 'kambou , R; N'Kaoua , Bernard; Lotte , Fabien Published in: WACAI 2018, 2018 Publisher: WACAI proceedings Classification of attention types in EEG signals Author(s): Léa Pillette, Aurélien Appriou, Andrzej Cichocki, Bernard N'Kaoua, Fabien Lotte Published in: International BCI Meeting, 2018 Publisher: BCI Society BCPy, an open-source python platform for offline EEG signals decoding and analysis Author(s): Appriou , Aurélien; Pillette , Léa; Cichocki , Andrzej; Lotte , Fabien Published in: International BCI Meeting, Issue 1, 2018 Publisher: International BCI society Towards Adaptive Classification using Riemannian Geometry approaches in Brain-Computer Interfaces Author(s): Satyam Kumar, Florian Yger, Fabien Lotte Published in: IEEE International Winter Conference on Brain-Computer Interfaces, 2019 Publisher: IEEE Can transfer learning across motor tasks improve motor imagery BCI? Author(s): Lotte , Fabien; Cichocki , Andrzej Published in: International BCI Meeting 2018, Issue 1, 2018 Publisher: International BCI society Would Motor-Imagery based BCI user training benefit from more women experimenters? Author(s): Roc, Aline; Pillette, Léa; N'Kaoua, B.; Lotte, Fabien Published in: 8th Graz Brain-Computer Interface Conference 2019, 2019 Publisher: TU Graz Are users' traits informative enough to predict/explain their mental-imagery based BCI performances ? Author(s): Benaroch, Camille; Jeunet, Camille; Lotte, Fabien Published in: 8th Graz BCI Conference 2019, Sep 2019, Graz, Austria, 2019 Publisher: TU Graz Channel selection over riemannian manifold with non-stationarity consideration for brain-computer interface applications Author(s): Khadijeh Sadatnejad, Aline Roc, Léa Pillette, Aurélien Appriou, Thibaut Monseigne, Fabien Lotte Published in: Proceedings of ICASSP 2020, 2020 Publisher: IEEE Biased feedback influences learning of Motor Imagery BCI Author(s): Jelena Mladenović, Jérémy Frey, Jeremie Mattout, Fabien Lotte Published in: International BCI Meeting, 2021 Publisher: BCI society Assessing a new form of BCI user learning Author(s): Khadijeh Sadatnejad; Fabien Lotte Published in: International BCI Meeting, 2021 Publisher: BCI society Class-distinctiveness-based frequency band selection on the Riemannian manifold for oscillatory activity-based BCIs: preliminary results Author(s): Yamamoto, Maria Sayu; Lotte, Fabien; Yger, Florian; Chevallier, Sylvain Published in: EMBC 2022- 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, Issue 1, 2022 Publisher: IEEE DOI: 10.1109/embc48229.2022.9871820 Is Event-Related Desynchronization variability correlated with BCI performance? Author(s): Sébastien Rimbert; David Trocellier; Fabien Lotte Published in: MetroXRAINE 2022 – IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence, and Neural Engineering, 2022 Publisher: IEEE DOI: 10.1109/metroxraine54828.2022.9967551 Reliable outlier detection by spectral clustering on Riemannian manifold of EEG covariance matrix Author(s): Maria Sayu Yamamoto; Khadijeh Sadatnejad; Md Rabiul Islam; Fabien Lotte; Toshihisa Tanaka Published in: International BCI meeting, 2021 Publisher: BCI society Guidelines to use Transfer Learning for Motor Imagery Detection: an experimental study Author(s): Laurent Bougrain; Sébastien Rimbert; Pedro Rodrigues; Geoffrey Canron; Fabien Lotte Published in: NER 2021 - 10th International IEEE/EMBS Conference on Neural Engineering, Issue 11, 2021 Publisher: IEEE DOI: 10.1109/ner49283.2021.9441254 Detecting EEG outliers for BCI on the Riemannian manifold using spectral clustering Author(s): Yamamoto, Maria,; Sadatnejad, Khadijeh; Tanaka, Toshihisa; Islam, Md. Rabiul; Tanaka, Yuichi; Lotte, Fabien Published in: EMBC'2020 - 42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society, Jul 2020, Montréal, Canada, Issue 14, 2020 Publisher: IEEE ERD modulations during motor imageries relate to users’ traits and BCI performances Author(s): Sébastien Rimbert; Fabien Lotte Published in: EMBC 2022 – 44th International Engineering in Medicine and Biology Conference, 2022 Publisher: IEEE DOI: 10.1109/embc48229.2022.9871411 Peer reviewed articles (24) Workshops of the seventh international brain-computer interface meeting: not getting lost in translation Author(s): Huggins, Jane E.; Guger, Christoph; Aarnoutse, Erik; Allison, Brendan; Anderson, Charles W.; Bedrick, Steven; Besio, Walter; Chavarriaga, Ricardo; Collinger, Jennifer L.; Do, An H.; Herff, Christian; Hohmann, Matthias; Kinsella, Michelle; Lee, Kyuhwa; Lotte, Fabien; Müller-Putz, Gernot; Nijholt, Anton; Pels, Elmar; Peters, Betts; Putze, Felix; Rupp, Rüdiger; Schalk, Gerwin; Scott, Stephanie; Tan Published in: Brain-Computer Interfaces, Issue 2, 2019, ISSN 2326-2621 Publisher: Taylor & Francis DOI: 10.1080/2326263x.2019.1697163 Why we should systematically assess, control and report somatosensory impairments in BCI-based motor rehabilitation after stroke studies Author(s): Léa Pillette, Fabien Lotte, Bernard N’Kaoua, Pierre-Alain Joseph, Camille Jeunet, Bertrand Glize Published in: NeuroImage: Clinical, Issue 28, 2020, Page(s) 102417, ISSN 2213-1582 Publisher: Elsevier BV DOI: 10.1016/j.nicl.2020.102417 BioPyC, an Open-Source Python Toolbox for Offline Electroencephalographic and Physiological Signals Classification Author(s): Aurélien Appriou, Léa Pillette, David Trocellier, Dan Dutartre, Andrzej Cichocki, Fabien Lotte Published in: MDPI Sensors, 2021, ISSN 1424-8220 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/s21175740 A review of user training methods in brain computer interfaces based on mental tasks Author(s): Aline Roc, Lea Pillette, Jelena Mladenovic, Camille Benaroch, Bernard N’Kaoua, Camille Jeunet, Fabien Lotte Published in: Journal of Neural Engineering, Issue 18/1, 2021, Page(s) 011002, ISSN 1741-2560 Publisher: Institute of Physics Publishing DOI: 10.1088/1741-2552/abca17 Experimenters Influence on Mental-Imagery based Brain-Computer Interface User Training Author(s): Pillette, Léa; Roc, Aline; N'Kaoua, Bernard; Lotte, Fabien Published in: International Journal of Human-Computer Studies, Issue 4, 2021, ISSN 1071-5819 Publisher: Academic Press When should MI-BCI feature optimization include prior knowledge, and which one? Author(s): Camille Benaroch; Maria Sayu Yamamoto; Aline Roc; Pauline Dreyer; Camille Jeunet; Fabien Lotte Published in: Brain-Computer Interfaces, Issue 2, 2022, ISSN 2326-2621 Publisher: Taylor & Francis DOI: 10.1080/2326263x.2022.2033073 Editorial: Long Term User Training and Preparation to Succeed in a Closed-Loop BCI Competition Author(s): Gernot R Müller-Putz; Damien Coyle; Fabien Lotte; Jing Jin; David Steyrl Published in: Frontiers in Human Neuroscience, 2022, ISSN 1662-5161 Publisher: Frontiers Research Foundation DOI: 10.3389/fnhum.2022.869700 Multi-Session Influence of Two Modalities of Feedback and Their Order of Presentation on MI-BCI User Training Author(s): Léa Pillette; Bernard N'Kaoua; Romain Sabau; Bertrand Glize; Fabien Lotte Published in: MDPI Multimodal Technologies and Interaction, Issue 11, 2021, ISSN 2414-4088 Publisher: MDPI DOI: 10.3390/mti5030012 Grand Challenges in Neurotechnology and System Neuroergonomics Author(s): Stephen H. Fairclough; Fabien Lotte; Fabien Lotte Published in: Frontiers in Neuroergonomics, Issue 5, 2020, ISSN 2673-6195 Publisher: Frontiers DOI: 10.3389/fnrgo.2020.602504 Towards identifying optimal biased feedback for various user states and traits in motor imagery BCI. Author(s): Jelena Mladenović; Jérémy Frey; Smeety Pramij; Jérémie Mattout; Fabien Lotte Published in: IEEE Transactions on Biomedical Engineering, Issue 8, 2021, ISSN 0018-9294 Publisher: Institute of Electrical and Electronics Engineers DOI: 10.1109/tbme.2021.3113854 Riemannian channel selection for BCI with between-session non-stationarity reduction capabilities Author(s): Fabien Lotte; Khadijeh Sadatnejad Published in: IEEE Transactions on Neural Systems and Rehabilitation Engineering, Issue 1, 2022, ISSN 1534-4320 Publisher: Institute of Electrical and Electronics Engineers DOI: 10.1109/tnsre.2022.3167262 Characterizing Regularization Techniques for Spatial Filter Optimization in Oscillatory EEG Regression Problems Author(s): Andreas Meinel, Sebastián Castaño-Candamil, Benjamin Blankertz, Fabien Lotte, Michael Tangermann Published in: Neuroinformatics, 2018, ISSN 1539-2791 Publisher: Humana Press, Inc. DOI: 10.1007/s12021-018-9396-7 A review of classification algorithms for EEG-based brain–computer interfaces: a 10 year update Author(s): F Lotte, L Bougrain, A Cichocki, M Clerc, M Congedo, A Rakotomamonjy, F Yger Published in: Journal of Neural Engineering, Issue 15/3, 2018, Page(s) 031005, ISSN 1741-2560 Publisher: Institute of Physics Publishing DOI: 10.1088/1741-2552/aab2f2 SEREEGA: Simulating event-related EEG activity Author(s): Laurens R. Krol, Juliane Pawlitzki, Fabien Lotte, Klaus Gramann, Thorsten O. Zander Published in: Journal of Neuroscience Methods, Issue 309, 2018, Page(s) 13-24, ISSN 0165-0270 Publisher: Elsevier BV DOI: 10.1016/j.jneumeth.2018.08.001 Defining and quantifying users’ mental imagery-based BCI skills: a first step Author(s): Fabien Lotte, Camille Jeunet Published in: Journal of Neural Engineering, Issue 15/4, 2018, Page(s) 046030, ISSN 1741-2560 Publisher: Institute of Physics Publishing DOI: 10.1088/1741-2552/aac577 Using Recent BCI Literature to Deepen our Understanding of Clinical Neurofeedback: A Short Review Author(s): Camille Jeunet, Fabien Lotte, Jean-Marie Batail, Pierre Philip, Jean-Arthur Micoulaud Franchi Published in: Neuroscience, Issue 378, 2018, Page(s) 225-233, ISSN 0306-4522 Publisher: Elsevier BV DOI: 10.1016/j.neuroscience.2018.03.013 Editorial: Detection and Estimation of Working Memory States and Cognitive Functions Based on Neurophysiological Measures Author(s): Felix Putze, Christian Mühl, Fabien Lotte, Stephen Fairclough, Christian Herff Published in: Frontiers in Human Neuroscience, Issue 12, 2018, ISSN 1662-5161 Publisher: Frontiers Research Foundation DOI: 10.3389/fnhum.2018.00440 Active inference as a unifying, generic and adaptive framework for a P300-based BCI Author(s): Jelena Mladenovic, Jeremy Frey, Mateus Joffily, Emmanuel Maby, Fabien Lotte, Jeremie Mattout Published in: Journal of Neural Engineering, Issue 17/1, 2020, Page(s) 016054, ISSN 1741-2552 Publisher: IOP publishing DOI: 10.1088/1741-2552/ab5d5c A physical learning companion for Mental-Imagery BCI User Training Author(s): Léa Pillette, Camille Jeunet, Boris Mansencal, Roger N’Kambou, Bernard N’Kaoua, Fabien Lotte Published in: International Journal of Human-Computer Studies, Issue 136, 2020, Page(s) 102380, ISSN 1071-5819 Publisher: Academic Press DOI: 10.1016/j.ijhcs.2019.102380 EEG neurofeedback research: A fertile ground for psychiatry? Author(s): J.-M. Batail, S. Bioulac, F. Cabestaing, C. Daudet, D. Drapier, M. Fouillen, T. Fovet, A. Hakoun, R. Jardri, C. Jeunet, F. Lotte, E. Maby, J. Mattout, T. Medani, J.-A. Micoulaud-Franchi, J. Mladenovic, L. Perronet, L. Pillette, T. Ros, F. Vialatte Published in: L'Encéphale, Issue 45/3, 2019, Page(s) 245-255, ISSN 0013-7006 Publisher: Elsevier Masson DOI: 10.1016/j.encep.2019.02.001 Turning negative into positives! Exploiting ‘negative’ results in Brain–Machine Interface (BMI) research Author(s): Fabien Lotte, Camille Jeunet, Ricardo Chavarriaga, Laurent Bougrain, Dave E. Thompson, Reinhold Scherer, Md Rakibul Mowla, Andrea Kübler, Moritz Grosse-Wentrup, Karen Dijkstra, Natalie Dayan Published in: Brain-Computer Interfaces, 2020, Page(s) 1-12, ISSN 2326-263X Publisher: Taylor & Francis DOI: 10.1080/2326263x.2019.1697143 Modern machine learning algorithms to classify cognitive and affective states from electroencephalography signals Author(s): Aurélien Appriou, Andrzej Cichocki, Fabien Lotte Published in: IEEE systems, man, and cybernetics magazine, 2020, ISSN 2333-942X Publisher: Institute of Electrical and Electronics Engineers Inc. Long-Term BCI Training of a Tetraplegic User: Adaptive Riemannian Classifiers and User Training. Author(s): Camille Benaroch; Camille Benaroch; Khadijeh Sadatnejad; Aline Roc; Aline Roc; Aurélien Appriou; Aurélien Appriou; Thibaut Monseigne; Smeety Pramij; Jelena Mladenovic; Jelena Mladenovic; Léa Pillette; Léa Pillette; Camille Jeunet; Fabien Lotte; Fabien Lotte Published in: Frontiers in Human Neuroscience, Vol 15 (2021), Issue 3, 2021, ISSN 1662-5161 Publisher: Frontiers Research Foundation DOI: 10.3389/fnhum.2021.635653 Retrospective on the First Passive Brain-Computer Interface Competition on Cross-Session Workload Estimation Author(s): Raphaëlle N. Roy; Marcel F. Hinss; Ludovic Darmet; Simon Ladouce; Emilie S. Jahanpour; Bertille Somon; Xiaoqi Xu; Nicolas Drougard; Frédéric Dehais; Fabien Lotte Published in: Frontiers in Neuroergonomics, Issue 1, 2022, ISSN 2673-6195 Publisher: Frontiers DOI: 10.3389/fnrgo.2022.838342 Book chapters (5) Interfaces cerveau-machine (Les) Author(s): Frédéric Dehais, Fabien Lotte Published in: Dictionnaire du numérique, 2022 Publisher: ISTE Apprendre à contrôler une interface cerveau-ordinateur Author(s): Fabien Lotte; Camille Jeunet-Kelway Published in: Vers le cyber-monde : Humain et numérique en interaction, 2020 Publisher: CNRS edition A BCI challenge for the signal processing community: considering the user in the loop Author(s): Lotte , Fabien; Jeunet , Camille; Mladenovic , Jelena; N 'kaoua , Bernard; Pillette , Léa Published in: Signal Processing and Machine Learning for Brain-Machine Interfaces, Issue 1, 2018 Publisher: IET Apprendre à contrôler une interface cerveau-ordinateur : le projet BrainConquest Author(s): Lotte, Fabien; Appriou, Aurélien; Benaroch, Camille; Dreyer, Pauline; Er, Alper; Monseigne, Thibaut; Pillette, Léa; Pramij, Smeety; Rimbert, Sébastien; Roc, Aline Published in: Neurotechnologies et innovation responsable, Issue 8, 2021 Publisher: Annales des Mines DOI: 10.3917/rindu1.213.0016 Introduction: Evolution of Brain-Computer Interfaces Author(s): Fabien Lotte; Nam, Chang S.; Anton Nijholt Published in: Brain-Computer Interfaces Handbook: Technological and Theoretical Advance, Issue 3, 2018 Publisher: Taylor & Francis Searching for OpenAIRE data... 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