Congedo, M., Rodrigues, P., Bouchard, F., Barachant, A., Jutten, C. ; A Closed-Form Unsupervised Geometry-Aware Dimensionality Reduction Method in the Riemannian Manifold of SPD Matrices ; 39th International Conference of the IEEE Engineering in Medicine and Biology Society, pp.3198-3201, 2017
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H. Cecotti, A. Barachant, J.R. King, J. Sanchez Bornot, G. Prasad ; Single-trial detection of event-related fields in MEG from the presentation of happy faces: Results of the Biomag 2016 data challenge ; 39th International Conference of the IEEE Engineering in Medicine and Biology Society, pp.4467-4470, 2017
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M. Congedo, A. Barachant, R. Bhatia ; Riemannian geometry for EEG-based brain-computer interfaces; a primer and a review ; Brain-Computer Interfaces, pp. 1-20, 2017
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Congedo, M., Barachant, A., and Kharati Koopaei Ehsan ; Fixed Point Algorithms for Estimating Power Means of Positive Definite Matrices ; IEEE Transactions on Signal Processing, vol.65 - 2017
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Dehbandi, B., Barachant, A., Smeragliuolo, A. H., Long, J., Bumanlag, S., He, V., Lampe, A. and Putrino, D ; Using Data from the Microsoft Kinect 2 to Determine Postural Stability in Healthy Subjects: A Feasibility Trial. ; Plos One - vol 12-2 - 2017
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Mayaud, L., Cabanilles, S., Van Langhenhove, A., Congedo, M., Barachant, A., Pouplin, S., Filipe, S., Pétégnief, L., Rochecouste, O., Azabou, E. and Hugeron, C. ; Brain-computer interface for the communication of acute patients: a feasibility study and a randomized controlled trial comparing performance with healthy participants and a traditional assistive device ; Brain-Computer Interfaces, Vol. 3-4, pp. 197-215, 2016
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Dehbandi, B., Barachant, A., Harary, D., Long, J., Tsagaris, K.Z., Bumanlag, S., He, V. and Putrino, D ; Using data from the Microsoft Kinect 2 to quantify upper limb behavior: a feasibility study ; IEEE Journal of Biomedical and Health Informatics, 2016
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Congedo, M., Phlypo, R., Barachant, A. ; A fixed-point algorithm for estimating power means of positive definite matrices ; 24th European Signal Processing Conference (EUSIPCO), pp. 2106-2110, 2016
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Andreev A., Barachant, A., Lotte, F. Congedo, M., ; Recreational Applications of OpenViBE: Brain Invaders and Use-the-Force ; Brain-Computer Interfaces 2: Technology and Applications, chap. 14, John Wiley; Sons, pp.241-257, 2016
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Barachant A., Cycon, R. ; Pushing the limits of BCI accuracy: Winning solution of the Grasp & Lift EEG challenge. ; 6th International Brain-Computer Interface Meeting (BCI Meeting 2016), 2016
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Barachant A., Carmel J., Friel K., Gupta D. ; Extraction of motor patterns from joint EEG/EMG recording: A Riemannian Geometry approach. ; 6th International Brain-Computer Interface Meeting (BCI Meeting 2016), 2016
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Korczowski, L., Barachant A., Andreev A., Jutten C., Congedo M. ; Brain Invaders 2 : an open source Plug & Play multi-user BCI videogame ; 6th International Brain-Computer Interface Meeting (BCI Meeting 2016), 2016
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Congedo, M., Afsari, B., Barachant, A., Moakher, M. ; Approximate joint diagonalization and geometric mean of symmetric positive definite matrices ; PloS one, Vol. 10-4, 2015
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Congedo, M., Barachant, A. ; A special form of SPD covariance matrix for interpretation and visualization of data manipulated with Riemannian geometry ; 34th International Workshop on Bayesian Inference and Maximun Entropy Methods in Science and Engineering (MaxEnt 14), 2014
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Barachant, A., Congedo M. ; A Plug&Play P300 BCI Using Information Geometry ; White paper - arXiv:1409.0107 - 2014
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Barachant. A ; MEG decoding using Riemannian Geometry and Unsupervised classification. ; technical report - 2014
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Congedo M., Barachant, A., Andreev, A. ; A new generation of brain-computer interface based on riemannian geometry ; White paper - arXiv:1310.8115 - 2013
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Barachant, A., Bonnet, S., Congedo, M., Jutten, C. ; Classification of covariance matrices using a Riemannian-based kernel for BCI applications ; Neurocomputing, Vol. 112, pp. 172-178, 2013
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Barachant, A., Andeev, A., Congedo, M. ; The Riemannian Potato: an automatic and adaptive artifact detection method for online experiments using Riemannian geometry ; TOBI Workshop IV, pp.19-20, 2013
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Barachant, A., Bonnet, S., Congedo, M., Jutten, C. ; BCI Signal Classification using a Riemannian-based kernel ; 20th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2012), pp. 97-102, 2012
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Barachant. A ; Commande robuste d'un effecteur par une interface cerveau machine EEG asynchrone. ; PhD Thesis - 2012 (In French)
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Barachant, A., Bonnet, S., Congedo, M., Jutten, C. ; Multi-class Brain Computer Interface Classification by Riemannian Geometry ; IEEE Transactions on Biomedical Engineering, Vol. 59-4, pp. 920-928, 2012
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Barachant, A., Bonnet, S., Congedo, M., Jutten, C. ; A brain-switch using riemannian geometry ; 5th International Brain-Computer Interface Conference 2011 (BCI 2011), pp.64-67, 2011
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Barachant, A., Bonnet, S. ; Channel selection procedure using Riemannian distance for BCI applications ; 5th International IEEE/EMBS Conference on Neural Engineering (IEEE NER), pp. 348-351, 2011
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Barachant, A., Bonnet, S., Congedo, M., Jutten, C. ; Common spatial pattern revisited by riemannian geometry ; IEEE International Workshop on Multimedia Signal Processing (MMSP), pp. 472-476, 2010
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Barachant, A., Bonnet, S., Congedo, M., Jutten, C. ; Riemannian geometry applied to BCI classification ; International Conference on Latent Variable Analysis and Signal Separation, pp. 629-636, 2010
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Barachant. A, Bonnet, S. ; Method and a system for classifying neural signals, and a method of selecting electrodes for direct neural control. ; Pattent - US8880163 B2 - 2010
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Askenova, T., Barachant, A., Bonnet, S. ; Spatial filtering optimisation in motor imagery EEG-based BCI ; Neurocomp, 2008
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