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Sylvain Chevallier
Professeur au LISN-CNRS, Université Paris-Saclay
97%
Libre accès
86
Documents
Affiliations actuelles
- 1066529
- 1061259
Identifiants chercheurs
- sylvain-chevallier
- Arxiv : chevallier_s_1
- IdRef : 142286826
- 0000-0003-3027-8241
- Google Scholar : https://scholar.google.fr/citations?user=j5Tu_SQAAAAJ&hl=fr
- ResearcherId : AAB-7621-2020
- ResearcherId : http://www.researcherid.com/rid/AAB-7621-2020
Présentation
After a PhD on bio-inspired robotic vision at LIMSI CNRS, I was a post-doc fellow in the neurocybernetic team of ETIS. I embraced a more machine learning centric approach to analyse EEG for Brain-Computer Interface (BCI) during two post-doc, one at INRIA and one at Telecom ParisTech. I worked as assistant professor at LISV, Université de Versailles-St Quentin on BCI for rehabilitation robotics, using Riemannian geometry and time series analysis. I am now full professor in A&O team of LISN-CNRS, Université Paris-Saclay.
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Ensemble of Riemannian Classifiers for Multimodal Data: FUCONE Approach for M/EEG DataISBI 2023 - IEEE International Symposium on Biomedical Imaging, Apr 2023, Cartagena de Indias, Colombia
Communication dans un congrès
hal-04140126v1
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Novel SPD matrix representations considering cross-frequency coupling for EEG classification using Riemannian geometryEUSIPCO 2023 - The 31st European Signal Processing Conference, Sep 2023, Helsinki, Finland
Communication dans un congrès
hal-04131609v1
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Synthetic Sleep EEG Signal Generation using Latent Diffusion ModelsDGM4H 2023 - 1st Workshop on Deep Generative Models for Health at NeurIPS 2023, Dec 2023, New orleans, United States
Communication dans un congrès
hal-04350867v1
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On Path Planning and Optimization Strategies: Toward Embedded Road ApplicationsIEEE International Conference on Smart Systems and Power Management 2022, Nov 2022, Beirut, Lebanon. pp.197-202, ⟨10.1109/IC2SPM56638.2022.9988830⟩
Communication dans un congrès
hal-03967576v1
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Class-distinctiveness-based frequency band selection on the Riemannian manifold for oscillatory activity-based BCIs: preliminary resultsEMBC 2022- 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, Jul 2022, Glasgow, United Kingdom. ⟨10.1109/EMBC48229.2022.9871820⟩
Communication dans un congrès
hal-03641137v2
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Riemannian Geometry on Connectivity for Clinical BCIICASSP 2021, Jun 2021, Toronto / Virtual, Canada. ⟨10.1109/ICASSP39728.2021.9414790⟩
Communication dans un congrès
hal-03202349v1
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Purposeful Proposal for CP-afflicted Upper Limbs ExoskeletonsSixth International Conference on Advances in Biomedical Engineering (ICABME), Oct 2021, Beyrouth, Lebanon. ⟨10.1109/ICABME53305.2021.9604854⟩
Communication dans un congrès
hal-03445199v1
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Ensemble learning based on functional connectivity and Riemannian geometry for robust workload estimationNeuroergonomics conference 2021, Sep 2021, Virtual event, Germany
Communication dans un congrès
hal-03359257v1
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Minimizing Subject-dependent Calibration for BCI with Riemannian Transfer LearningNER (Neural engineering), May 2021, Rome (virtual), Italy. pp.523-526, ⟨10.1109/NER49283.2021.9441279⟩
Communication dans un congrès
hal-03202360v1
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Subspace oddity - optimization on product of Stiefel manifolds for EEG dataICASSP, Jun 2021, Toronto, Canada
Communication dans un congrès
hal-03202357v2
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Semi-supervised optimal transport methods for detecting anomaliesIEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2020, Barcelona, Spain. ⟨10.1109/ICASSP40776.2020.9053464⟩
Communication dans un congrès
hal-02614100v1
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Geodesically-convex optimization for averaging partially observed covariance matricesAsian Conference on Machine Learning (ACML), Nov 2020, Bangkok, Thailand. pp.417 - 432
Communication dans un congrès
hal-02984423v1
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Extending Riemannian Brain-Computer Interface to Functional Connectivity EstimatorsIROS Workshop on Bringing geometric methods to robot learning, optimization and control, Oct 2020, Las Vegas, NV / Virtual, United States
Communication dans un congrès
hal-03015390v1
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Unsupervised anomaly detection using optimal transport for predictive maintenanceInternational Conference on Artificial Neural Networks, Sep 2019, Munich, Germany. ⟨10.1007/978-3-030-30490-4_54⟩
Communication dans un congrès
hal-02541920v1
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Neuromotor Strategy of Gait Rehabilitation for Lower-Limb SpasticityInternational Conference on Advances in Biomedical Engineering (ICABME), Oct 2019, Tripoli, Lebanon. ⟨10.1109/ICABME47164.2019.8940263⟩
Communication dans un congrès
hal-02541681v1
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Transfer Learning for SSVEP-based BCI using Riemannian similarities between users26th European Signal Processing Conference (EUSIPCO 2018), Sep 2018, Rome, Italy. pp.1685-1689, ⟨10.23919/EUSIPCO.2018.8553441⟩
Communication dans un congrès
hal-01911092v1
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Brain-Machine Interface for Mechanical Ventilation Using Respiratory-Related Evoked Potential27th International Conference on Artificial Neural Networks( ICANN 2018), Oct 2018, Rhodes, Greece. ⟨10.1007/978-3-030-01424-7_65⟩
Communication dans un congrès
hal-01911136v1
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Inductive means and sequences applied to online classification of EEG3rd International Conference on Geometric Science of Information (GSI), Nov 2017, Paris, France. ⟨10.1007/978-3-319-68445-1_88⟩
Communication dans un congrès
hal-01711499v1
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Embedded-BCI: assessment of parallelizing computations on an embedded systemIEEE Last Mile Smart Mobility, Nov 2016, Vélizy, France
Communication dans un congrès
hal-02541485v1
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Smart Interfaces for New Building Design ProcessIEEE Last Mile Smart Mobility, Nov 2016, Vélizy, France
Communication dans un congrès
hal-02541482v1
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Data augmentation in Riemannian space for Brain-Computer InterfacesSTAMLINS, Jun 2015, Lille, France
Communication dans un congrès
hal-01351990v1
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Intelligent artifacts removal in a non-invasive single channel EEG recordingIntelligent Systems and Computer Vision (ISCV), Mar 2015, Fez, Morocco, France. ⟨10.1109/ISACV.2015.7106164⟩
Communication dans un congrès
hal-02541579v1
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From Euclidean to Riemannian Means: Information Geometry for SSVEP ClassificationGeometric Science of Information, Oct 2015, Palaiseau, France. pp.595-604, ⟨10.1007/978-3-319-25040-3_64⟩
Communication dans un congrès
hal-01351753v1
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Adaptive visualization system for construction building information using saliency15th International Conference on Construction Applications of Virtual Reality (CONVR 2015), Oct 2015, Banff, Canada. pp.317-326
Communication dans un congrès
hal-01351881v1
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On the need for metrics in dictionary learning assessment22nd European Signal Processing Conference (EUSIPCO) , Sep 2014, Lisbon, Portugal
Communication dans un congrès
hal-01352054v1
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Subspace metrics for multivariate dictionaries and application to EEGIEEE International Conference on Acoustics, Speech and Signal Processing, May 2014, Florence, Italy. ⟨10.1109/ICASSP.2014.6854993⟩
Communication dans un congrès
hal-01352047v1
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Hybrid interface: Integrating BCI in multimodal human-machine interfacesIEEE/ASME International Conference on Advanced Intelligent Mechatronics, Jul 2014, Besançon, France. pp.530 - 535 ⟨10.1109/AIM.2014.6878132⟩
Communication dans un congrès
hal-01352056v1
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SSVEP enhancement based on Canonical Correlation Analysis to improve BCI performancesAFRICON 2013, Sep 2013, Pointe-Aux-Piments, Mauritius. ⟨10.1109/AFRCON.2013.6757776⟩
Communication dans un congrès
hal-01352059v1
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Fast calibration of hand movement-based interface for arm exoskeleton controlEuropean Symposium on Artificial Neural Networks (ESANN), Apr 2012, Bruges, Belgium. pp.573-578
Communication dans un congrès
hal-00757886v1
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A Self-paced Hybrid BCI based on EEG and EOG3rd Workshop of Tools for Brain-computer Interaction (TOBI 2012), Mar 2012, Wuerzburg, Germany. pp.4.2
Communication dans un congrès
hal-00686104v1
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Time-frequency Selection in Two Bipolar Channels for Improving the Classification of Motor Imagery EEGThe proceeding of 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'12), Aug 2012, San Diego, United States. pp.2744-2747
Communication dans un congrès
hal-00737280v1
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A self-paced hybrid BCI based on EEG and EOG3rd TOBI workshop - Bringinh BCIs to end-users: facing the challenge, Mar 2012, Wurzburg, Germany. pp.33-34
Communication dans un congrès
hal-00686648v1
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Online frequency band estimation and change-point detection1st International Conference Systems and Computer Science, Aug 2012, Lille, France
Communication dans un congrès
hal-00756089v1
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Automatic selection of the number of spatial filters for motor-imagery BCIThe proceeding of 20th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2012), Apr 2012, Bruges, Belgium. pp.109-114
Communication dans un congrès
hal-00737242v1
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An Introduction to Deep LearningEuropean Symposium on Artificial Neural Networks (ESANN), Apr 2011, Bruges, Belgium
Communication dans un congrès
hal-01352061v1
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Emergence of Temporal and Spatial Synchronous Behaviors in a Foraging SwarmEuropean Conference on Artificial Life, Aug 2011, Paris, France
Communication dans un congrès
inria-00601780v1
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SpikeAnts: un réseau de neurones impulsionnels pour modéliser l'organisation émergente dans un système complexeNeuroComp 3e conférence française de Neurosciences Computationnelles, Apr 2010, Lyon, France
Communication dans un congrès
hal-02541733v1
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SpikeAnts, a spiking neuron network modelling the emergence of organization in a complex systemNIPS'2010, Dec 2010, Vancouver, Canada. pp.379--387
Communication dans un congrès
inria-00545669v1
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Efficient neural models for visual attentionComputer Vision and Graphics, Sep 2010, Varsovie, Poland. pp.257-264, ⟨10.1007/978-3-642-15910-7⟩
Communication dans un congrès
hal-00529523v1
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SpikeAnts : un réseau de neurones impulsionnels pour modéliser l'émergence de l'organisationCinquième conférence française de Neurosciences Computationnelles, Oct 2010, Lyon, France. pp.114-119
Communication dans un congrès
inria-00529514v1
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Difference of Gaussians type neural image filtering with spiking neuronsInternational Conference on Neural Computation, Oct 2009, Madère, Portugal. pp.467-472
Communication dans un congrès
hal-00472842v1
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Covert Attention with a Spiking Neural NetworkInternational Conference on Computer Vision Systems, May 2008, Santorini, Greece. pp.56-65, ⟨10.1007/978-3-540-79547-6_6⟩
Communication dans un congrès
hal-00472646v1
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Implémentation d'un mécanisme de "covert attention" avec un réseau de neurones impulsionnelsDeuxième conférence française de Neurosciences Computationnelles, "Neurocomp08", Oct 2008, Marseille, France
Communication dans un congrès
hal-00331563v1
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Visual focus with spiking neuronsEuropean Symposium on Artificial Neural Networks, Apr 2008, Bruges, Belgium. pp.385-389
Communication dans un congrès
hal-00472642v1
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Saliency extraction with a distributed spiking neural networkEuropean Symposium on Artificial Neural Networks, Apr 2006, Bruges, Belgium. pp.209-214
Communication dans un congrès
hal-00023820v2
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Extraction de saillances par un réseau de neurones impulsionnelsNeuroComp, Oct 2006, Pont-à-Mousson, France. pp.154-157
Communication dans un congrès
hal-00529479v1
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Distributed processing for modelling real-time multimodal perception in a virtual robotPDCN'2005, Feb 2005, Innsbruck, Austria. pp.393-398
Communication dans un congrès
hal-00529527v1
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Modélisation de processus attentionnels dans la perception multimodale d'un robot virtuelActes du VIème Colloque Jeunes Chercheurs en Sciences Cognitives, Apr 2005, Bordeaux, France
Communication dans un congrès
hal-02541270v1
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Holographic EEG: multi-view deep learning for BCIJournée CORTICO 2023 - COllectif pour la Recherche Transdisciplinaire sur les Interfaces Cerveau-Ordinateur, May 2023, Paris, France.
Poster de conférence
hal-04095900v1
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Dimensionality Reduction and Frequency Bin Optimization To Improve a Riemannian-based Classification PipelineCORTICO 2023 - Journées COllectif pour la Recherche Transdisciplinaire sur les Interfaces Cerveau-Ordinateur, May 2023, Paris, France.
Poster de conférence
hal-04140107v1
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Effectiveness of cross-frequency phase-amplitude covariance as additional features for Riemannian BCIsBCI 2023 - 10th International BCI Meeting Balancing Innovation and Translation, Jun 2023, Brussels, Belgium. ⟨10.3217/978-3-85125-962-9-179⟩
Poster de conférence
hal-04181391v1
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Augmented SPDNet: Second-Order Neural Network for Motor Imagery-Based BCISoph.IA summit 2023, Nov 2023, Sophia Antipolis, France
Poster de conférence
hal-04308549v1
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User-specific frequency band and time segment selection with high class distinctiveness for Riemannian BCIsCORTICO 2022 : Invasive and non invasive Brain-Computer Interfaces – A handshake over the cliff, Mar 2022, Autrans, France
Poster de conférence
hal-03931339v1
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Generating stimulus anticipation from stimulus and prediction historyBC 2022 - Bernstein Conference, Sep 2022, Berlin, Germany. ⟨10.12751/nncn.bc2022.049⟩
Poster de conférence
hal-03786876v1
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Decodable anticipation from prestimulus activity3rd Neuroergonomics Conference, Sep 2021, Munich (online), Germany
Poster de conférence
hal-03446751v1
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Riemannian classification for SSVEP based BCI: offline versus online implementationsBrain–Computer Interfaces Handbook: Technological and Theoretical Advances, 2018
Chapitre d'ouvrage
hal-01710089v1
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Artificial Neurogenesis: An Introduction and Selective ReviewSpringer; Taras Kowaliw, Nicolas Bredeche, René Doursat. Growing Adaptive Machines, 557, pp.1-60, 2014, Studies in Computational Intelligence, 978-3-642-55336-3. ⟨10.1007/978-3-642-55337-0_1⟩
Chapitre d'ouvrage
hal-01351738v1
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The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark2024
Pré-publication, Document de travail
hal-04537061v1
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Geometric Neural Network based on Phase Space for BCI decoding2024
Pré-publication, Document de travail
hal-04500580v1
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nl-DDM: a non-linear drift-diffusion model accounting for the dynamics of single-trial perceptual decisions2022
Pré-publication, Document de travail
hal-04297123v1
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Clinical BCI Challenge-WCCI2020: RIGOLETTO -- RIemannian GeOmetry LEarning, applicaTion To cOnnectivity[Technical Report] ARAMIS, LAMSADE, LISV. 2021
Rapport
hal-03139990v1
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Using Riemannian geometry for SSVEP-based Brain Computer Interface[Research Report] Université de Versailles Saint-Quentin; Mensia Technologies, SA. 2015
Rapport
hal-01351685v1
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Implémentation d'un système préattentionnel avec des neurones impulsionnelsModélisation et simulation. Université Paris Sud - Paris XI, 2009. Français. ⟨NNT : ⟩
Thèse
tel-00472849v1
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Des signaux cérébraux aux activités cognitives, approches géométriques et apprentissage statistiqueTraitement du signal et de l'image [eess.SP]. Université de Versailles Saint Quentin en Yvelines; Université Paris-Saclay, 2019
HDR
tel-02542067v1
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