Boosting Brain-Computer Communication with high Quality User Training

Resultado final

Some data collected during this project will be made available to the research community as open data

Publicaciones

Workshops of the seventh international brain-computer interface meeting: not getting lost in translation

Autores: 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
Publicado en: Brain-Computer Interfaces, Edición 2, 2019, ISSN 2326-2621
Editor: 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

Autores: Léa Pillette, Fabien Lotte, Bernard N’Kaoua, Pierre-Alain Joseph, Camille Jeunet, Bertrand Glize
Publicado en: NeuroImage: Clinical, Edición 28, 2020, Página(s) 102417, ISSN 2213-1582
Editor: Elsevier BV
DOI: 10.1016/j.nicl.2020.102417

BioPyC, an Open-Source Python Toolbox for Offline Electroencephalographic and Physiological Signals Classification

Autores: Aurélien Appriou, Léa Pillette, David Trocellier, Dan Dutartre, Andrzej Cichocki, Fabien Lotte
Publicado en: MDPI Sensors, 2021, ISSN 1424-8220
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21175740

A review of user training methods in brain computer interfaces based on mental tasks

Autores: Aline Roc, Lea Pillette, Jelena Mladenovic, Camille Benaroch, Bernard N’Kaoua, Camille Jeunet, Fabien Lotte
Publicado en: Journal of Neural Engineering, Edición 18/1, 2021, Página(s) 011002, ISSN 1741-2560
Editor: Institute of Physics Publishing
DOI: 10.1088/1741-2552/abca17

Experimenters Influence on Mental-Imagery based Brain-Computer Interface User Training

Autores: Pillette, Léa; Roc, Aline; N'Kaoua, Bernard; Lotte, Fabien
Publicado en: International Journal of Human-Computer Studies, Edición 4, 2021, ISSN 1071-5819
Editor: Academic Press

When should MI-BCI feature optimization include prior knowledge, and which one?

Autores: Camille Benaroch; Maria Sayu Yamamoto; Aline Roc; Pauline Dreyer; Camille Jeunet; Fabien Lotte
Publicado en: Brain-Computer Interfaces, Edición 2, 2022, ISSN 2326-2621
Editor: Taylor & Francis
DOI: 10.1080/2326263x.2022.2033073

Editorial: Long Term User Training and Preparation to Succeed in a Closed-Loop BCI Competition

Autores: Gernot R Müller-Putz; Damien Coyle; Fabien Lotte; Jing Jin; David Steyrl
Publicado en: Frontiers in Human Neuroscience, 2022, ISSN 1662-5161
Editor: 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

Autores: Léa Pillette; Bernard N'Kaoua; Romain Sabau; Bertrand Glize; Fabien Lotte
Publicado en: MDPI Multimodal Technologies and Interaction, Edición 11, 2021, ISSN 2414-4088
Editor: MDPI
DOI: 10.3390/mti5030012

Grand Challenges in Neurotechnology and System Neuroergonomics

Autores: Stephen H. Fairclough; Fabien Lotte; Fabien Lotte
Publicado en: Frontiers in Neuroergonomics, Edición 5, 2020, ISSN 2673-6195
Editor: Frontiers
DOI: 10.3389/fnrgo.2020.602504

Towards identifying optimal biased feedback for various user states and traits in motor imagery BCI.

Autores: Jelena Mladenović; Jérémy Frey; Smeety Pramij; Jérémie Mattout; Fabien Lotte
Publicado en: IEEE Transactions on Biomedical Engineering, Edición 8, 2021, ISSN 0018-9294
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tbme.2021.3113854

Riemannian channel selection for BCI with between-session non-stationarity reduction capabilities

Autores: Fabien Lotte; Khadijeh Sadatnejad
Publicado en: IEEE Transactions on Neural Systems and Rehabilitation Engineering, Edición 1, 2022, ISSN 1534-4320
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsre.2022.3167262

Characterizing Regularization Techniques for Spatial Filter Optimization in Oscillatory EEG Regression Problems

Autores: Andreas Meinel, Sebastián Castaño-Candamil, Benjamin Blankertz, Fabien Lotte, Michael Tangermann
Publicado en: Neuroinformatics, 2018, ISSN 1539-2791
Editor: 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

Autores: F Lotte, L Bougrain, A Cichocki, M Clerc, M Congedo, A Rakotomamonjy, F Yger
Publicado en: Journal of Neural Engineering, Edición 15/3, 2018, Página(s) 031005, ISSN 1741-2560
Editor: Institute of Physics Publishing
DOI: 10.1088/1741-2552/aab2f2

SEREEGA: Simulating event-related EEG activity

Autores: Laurens R. Krol, Juliane Pawlitzki, Fabien Lotte, Klaus Gramann, Thorsten O. Zander
Publicado en: Journal of Neuroscience Methods, Edición 309, 2018, Página(s) 13-24, ISSN 0165-0270
Editor: Elsevier BV
DOI: 10.1016/j.jneumeth.2018.08.001

Defining and quantifying users’ mental imagery-based BCI skills: a first step

Autores: Fabien Lotte, Camille Jeunet
Publicado en: Journal of Neural Engineering, Edición 15/4, 2018, Página(s) 046030, ISSN 1741-2560
Editor: Institute of Physics Publishing
DOI: 10.1088/1741-2552/aac577

Using Recent BCI Literature to Deepen our Understanding of Clinical Neurofeedback: A Short Review

Autores: Camille Jeunet, Fabien Lotte, Jean-Marie Batail, Pierre Philip, Jean-Arthur Micoulaud Franchi
Publicado en: Neuroscience, Edición 378, 2018, Página(s) 225-233, ISSN 0306-4522
Editor: 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

Autores: Felix Putze, Christian Mühl, Fabien Lotte, Stephen Fairclough, Christian Herff
Publicado en: Frontiers in Human Neuroscience, Edición 12, 2018, ISSN 1662-5161
Editor: Frontiers Research Foundation
DOI: 10.3389/fnhum.2018.00440

Active inference as a unifying, generic and adaptive framework for a P300-based BCI

Autores: Jelena Mladenovic, Jeremy Frey, Mateus Joffily, Emmanuel Maby, Fabien Lotte, Jeremie Mattout
Publicado en: Journal of Neural Engineering, Edición 17/1, 2020, Página(s) 016054, ISSN 1741-2552
Editor: IOP publishing
DOI: 10.1088/1741-2552/ab5d5c

A physical learning companion for Mental-Imagery BCI User Training

Autores: Léa Pillette, Camille Jeunet, Boris Mansencal, Roger N’Kambou, Bernard N’Kaoua, Fabien Lotte
Publicado en: International Journal of Human-Computer Studies, Edición 136, 2020, Página(s) 102380, ISSN 1071-5819
Editor: Academic Press
DOI: 10.1016/j.ijhcs.2019.102380

EEG neurofeedback research: A fertile ground for psychiatry?

Autores: 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
Publicado en: L'Encéphale, Edición 45/3, 2019, Página(s) 245-255, ISSN 0013-7006
Editor: Elsevier Masson
DOI: 10.1016/j.encep.2019.02.001

Turning negative into positives! Exploiting ‘negative’ results in Brain–Machine Interface (BMI) research

Autores: 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
Publicado en: Brain-Computer Interfaces, 2020, Página(s) 1-12, ISSN 2326-263X
Editor: Taylor & Francis
DOI: 10.1080/2326263x.2019.1697143

Modern machine learning algorithms to classify cognitive and affective states from electroencephalography signals

Autores: Aurélien Appriou, Andrzej Cichocki, Fabien Lotte
Publicado en: IEEE systems, man, and cybernetics magazine, 2020, ISSN 2333-942X
Editor: Institute of Electrical and Electronics Engineers Inc.

Long-Term BCI Training of a Tetraplegic User: Adaptive Riemannian Classifiers and User Training.

Autores: 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
Publicado en: Frontiers in Human Neuroscience, Vol 15 (2021), Edición 3, 2021, ISSN 1662-5161
Editor: Frontiers Research Foundation
DOI: 10.3389/fnhum.2021.635653

Retrospective on the First Passive Brain-Computer Interface Competition on Cross-Session Workload Estimation

Autores: Raphaëlle N. Roy; Marcel F. Hinss; Ludovic Darmet; Simon Ladouce; Emilie S. Jahanpour; Bertille Somon; Xiaoqi Xu; Nicolas Drougard; Frédéric Dehais; Fabien Lotte
Publicado en: Frontiers in Neuroergonomics, Edición 1, 2022, ISSN 2673-6195
Editor: Frontiers
DOI: 10.3389/fnrgo.2022.838342

Simple Probabilistic Data-driven Model for Adaptive BCI Feedback

Autores: Jelena Mladenović; Fabien Lotte; Jérémie Mattout; Jérémy Frey
Publicado en: NAT 2022 – 3rd Neuroadaptive Technology Conference, 2022
Editor: TU Brandenburg

A framework for user training adaptation in Brain-Computer Interfaces based on mental tasks (MT-BCIs)

Autores: Aline Roc; Fabien Lotte
Publicado en: International BCI meeting, 2021
Editor: BCI society

Freedom! Making a case for more options for users during training in BCI

Autores: Smeety Pramij; Aline Roc; Fabien Lotte
Publicado en: International BCI Meeting, 2021
Editor: BCI society

Identifying factors influencing the outcome of BCI-based post stroke motor rehabilitation towards its personalization with Artificial Intelligence

Autores: David Trocellier, Bernard N’kaoua, Fabien Lotte
Publicado en: MetroXRAINE 2022 – IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence, and Neural Engineering, 2022
Editor: IEEE
DOI: 10.1109/metroxraine54828.2022.9967648

Tools for affective, cognitive and conative states estimation from both EEG and physiological signals

Autores: Aurélien Appriou, Fabien Lotte
Publicado en: Neuroergonomics Conference (NEC), 2021
Editor: LMU, Germany

Towards measuring states of epistemic curiosity through electroencephalographic signals

Autores: Aurélien Appriou; Jessy Ceha; Smeety Pramij; Dan Dutartre; Edith Law; Pierre-Yves Oudeyer; Fabien Lotte
Publicado en: IEEE System Man and Cybernetics Conference, 2020
Editor: IEEE

Active Inference for Adaptive BCI: application to the P300 Speller

Autores: Jelena Mladenović, Jérémy Frey, Emmanuel Maby, Mateus Joffily, Fabien Lotte, Jeremie Mattout
Publicado en: International BCI meeting, 2018
Editor: BCI society

MI-BCI Performances correlate with subject-specific frequency band characteristics

Autores: Benaroch, Camille; Jeunet, Camille; Lotte, Fabien
Publicado en: International BCI Meeting 2021, Edición 9, 2021
Editor: BCI society

Assessing The Relevance Of Neurophysiological Patterns To Predict Motor Imagery-based BCI Users’ Performance

Autores: Eidan Tzdaka; Camille Benaroch; Camille Jeunet; Fabien Lotte
Publicado en: IEEE International conference on System, Man and Cybernetics (IEEE SMC), Edición 9, 2020
Editor: IEEE
DOI: 10.1109/smc42975.2020.9283307

Towards Robust Neuroadaptive HCI - Exploring Modern Machine Learning Methods to Estimate Mental Workload From EEG Signals

Autores: Aurélien Appriou, Andrzej Cichocki, Fabien Lotte
Publicado en: Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems - CHI '18, 2018, Página(s) 1-6, ISBN 9781450356213
Editor: 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

Autores: Lotte , Fabien; Cichocki , Andrzej
Publicado en: rtFIN 2017 - Real-time functional Imaging and Neurofeedback conference, Edición 1, 2017
Editor: RTFIN

Towards Artificial Learning Companions for Mental Imagery-based Brain-Computer Interfaces

Autores: Pillette , Léa; Jeunet , Camille; N 'kambou , R; N'Kaoua , Bernard; Lotte , Fabien
Publicado en: WACAI 2018, 2018
Editor: WACAI proceedings

Classification of attention types in EEG signals

Autores: Léa Pillette, Aurélien Appriou, Andrzej Cichocki, Bernard N'Kaoua, Fabien Lotte
Publicado en: International BCI Meeting, 2018
Editor: BCI Society

BCPy, an open-source python platform for offline EEG signals decoding and analysis

Autores: Appriou , Aurélien; Pillette , Léa; Cichocki , Andrzej; Lotte , Fabien
Publicado en: International BCI Meeting, Edición 1, 2018
Editor: International BCI society

Towards Adaptive Classification using Riemannian Geometry approaches in Brain-Computer Interfaces

Autores: Satyam Kumar, Florian Yger, Fabien Lotte
Publicado en: IEEE International Winter Conference on Brain-Computer Interfaces, 2019
Editor: IEEE

Can transfer learning across motor tasks improve motor imagery BCI?

Autores: Lotte , Fabien; Cichocki , Andrzej
Publicado en: International BCI Meeting 2018, Edición 1, 2018
Editor: International BCI society

Would Motor-Imagery based BCI user training benefit from more women experimenters?

Autores: Roc, Aline; Pillette, Léa; N'Kaoua, B.; Lotte, Fabien
Publicado en: 8th Graz Brain-Computer Interface Conference 2019, 2019
Editor: TU Graz
DOI: 10.3217/978-3-85125-682-6-36

Are users' traits informative enough to predict/explain their mental-imagery based BCI performances ?

Autores: Benaroch, Camille; Jeunet, Camille; Lotte, Fabien
Publicado en: 8th Graz BCI Conference 2019, Sep 2019, Graz, Austria, 2019
Editor: TU Graz

Channel selection over riemannian manifold with non-stationarity consideration for brain-computer interface applications

Autores: Khadijeh Sadatnejad, Aline Roc, Léa Pillette, Aurélien Appriou, Thibaut Monseigne, Fabien Lotte
Publicado en: Proceedings of ICASSP 2020, 2020
Editor: IEEE

Biased feedback influences learning of Motor Imagery BCI

Autores: Jelena Mladenović, Jérémy Frey, Jeremie Mattout, Fabien Lotte
Publicado en: International BCI Meeting, 2021
Editor: BCI society

Assessing a new form of BCI user learning

Autores: Khadijeh Sadatnejad; Fabien Lotte
Publicado en: International BCI Meeting, 2021
Editor: BCI society

Class-distinctiveness-based frequency band selection on the Riemannian manifold for oscillatory activity-based BCIs: preliminary results

Autores: Yamamoto, Maria Sayu; Lotte, Fabien; Yger, Florian; Chevallier, Sylvain
Publicado en: EMBC 2022- 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, Edición 1, 2022
Editor: IEEE
DOI: 10.1109/embc48229.2022.9871820

Autores: Sébastien Rimbert; David Trocellier; Fabien Lotte
Publicado en: MetroXRAINE 2022 – IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence, and Neural Engineering, 2022
Editor: IEEE
DOI: 10.1109/metroxraine54828.2022.9967551

Reliable outlier detection by spectral clustering on Riemannian manifold of EEG covariance matrix

Autores: Maria Sayu Yamamoto; Khadijeh Sadatnejad; Md Rabiul Islam; Fabien Lotte; Toshihisa Tanaka
Publicado en: International BCI meeting, 2021
Editor: BCI society

Guidelines to use Transfer Learning for Motor Imagery Detection: an experimental study

Autores: Laurent Bougrain; Sébastien Rimbert; Pedro Rodrigues; Geoffrey Canron; Fabien Lotte
Publicado en: NER 2021 - 10th International IEEE/EMBS Conference on Neural Engineering, Edición 11, 2021
Editor: IEEE
DOI: 10.1109/ner49283.2021.9441254

Detecting EEG outliers for BCI on the Riemannian manifold using spectral clustering

Autores: Yamamoto, Maria,; Sadatnejad, Khadijeh; Tanaka, Toshihisa; Islam, Md. Rabiul; Tanaka, Yuichi; Lotte, Fabien
Publicado en: EMBC'2020 - 42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society, Jul 2020, Montréal, Canada, Edición 14, 2020
Editor: IEEE

ERD modulations during motor imageries relate to users’ traits and BCI performances

Autores: Sébastien Rimbert; Fabien Lotte
Publicado en: EMBC 2022 – 44th International Engineering in Medicine and Biology Conference, 2022
Editor: IEEE
DOI: 10.1109/embc48229.2022.9871411

Interfaces cerveau-machine (Les)

Autores: Frédéric Dehais, Fabien Lotte
Publicado en: Dictionnaire du numérique, 2022
Editor: ISTE

Apprendre à contrôler une interface cerveau-ordinateur

Autores: Fabien Lotte; Camille Jeunet-Kelway
Publicado en: Vers le cyber-monde : Humain et numérique en interaction, 2020
Editor: CNRS edition

A BCI challenge for the signal processing community: considering the user in the loop

Autores: Lotte , Fabien; Jeunet , Camille; Mladenovic , Jelena; N 'kaoua , Bernard; Pillette , Léa
Publicado en: Signal Processing and Machine Learning for Brain-Machine Interfaces, Edición 1, 2018
Editor: IET

Apprendre à contrôler une interface cerveau-ordinateur : le projet BrainConquest

Autores: Lotte, Fabien; Appriou, Aurélien; Benaroch, Camille; Dreyer, Pauline; Er, Alper; Monseigne, Thibaut; Pillette, Léa; Pramij, Smeety; Rimbert, Sébastien; Roc, Aline
Publicado en: Neurotechnologies et innovation responsable, Edición 8, 2021
Editor: Annales des Mines
DOI: 10.3917/rindu1.213.0016

Introduction: Evolution of Brain-Computer Interfaces

Autores: Fabien Lotte; Nam, Chang S.; Anton Nijholt
Publicado en: Brain-Computer Interfaces Handbook: Technological and Theoretical Advance, Edición 3, 2018
Editor: Taylor & Francis

Resultado final

Publicaciones

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