Igor Carrara
Publications
Publications
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Classification of BCI-EEG based on augmented covariance matrixIEEE Transactions on Biomedical Engineering, In press, 71 (9), pp.2651-2662. ⟨10.1109/TBME.2024.3386219⟩ |
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Geometric Neural Network based on Phase Space for BCI decodingJournal of Neural Engineering, 2024, ⟨10.1088/1741-2552/ad88a2⟩ |
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Pseudo-online framework for BCI evaluation : a MOABB perspectiveJournal of Neural Engineering, 2024, 21 (1), pp.016003. ⟨10.1088/1741-2552/ad171a⟩ |
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Enhancing Motor Imagery BCI classification with Block-Toeplitz Augmented Covariance Matrices and Siegel metricCORTICO 2024 - Journée Jeunes Chercheurs en Interfaces Cerveau-Ordinateur et Neurofeedback, May 2024, Nancy, France |
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Enhancing Motor Imagery BCI classification with Block-Toeplitz Augmented Covariance Matrices and Siegel metric2nd EEG Microstate Conference, Jul 2024, Geneva, Suisse, Switzerland |
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Augmented SPDNet: Second-Order Neural Network for Motor Imagery-Based BCISoph.IA summit 2023, Nov 2023, Sophia Antipolis, France |
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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. |
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Toward everyday BCI: Augmented Covariance Method in a reduced dataset settingsNeuromod Meeting 2023, Jun 2023, Antibes, France |
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Pseudo Online FrameworkBCI Society Meeting 2023, Jun 2023, Bruxelles (BE), Belgium |
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On the use of the "Augmented" autocovariance matrix for the classification of BCI-EEGProceedings of Cortico Days, Mar 2022, Autrans, France |
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The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark2024 |
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BT-ACM+TS+SVM: Enhancing Motor Imagery BCI classification with Block-Toeplitz Augmented Covariance Matrices2024 |
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Enhancing computational efficiency of motor imagery BCI classification with Block-Toeplitz augmented covariance matrices and Siegel metric9th Graz Brain-Computer Interface Conference, Institute of Neural Engineering, Sep 2024, Graz, Austria |
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On the use of augmented autocorrelation matrix for the classification of BCI-EEGNeuromod Meeting 2022, Jun 2022, Nice, France |
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Advanced methods for BCI-EEG processing for improved classification performance and reproducibilityArtificial Intelligence [cs.AI]. Université Côte d'Azur, 2024. English. ⟨NNT : 2024COAZ4033⟩ |