Skip to main content

Boosting Brain-Computer Communication with high Quality User Training

Deliverables

Data Management Plan

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

Publications

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
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

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

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

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, May 2018, Pacific Grove, United States, Issue 1, 2018

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

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

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

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

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

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
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
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
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
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
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
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
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
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
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
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

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: https://www.theiet.org/resources/books/control/brain-machine-interface.cfm, Issue 1, 2018