Guillaume Marrelec

• Offre de stage
• Domaines d'intérêt
• Publications
• Me contacter

• Comparaison de méthodes d'analyse statistique de signaux EEG par données de substitution (stage de Master 2 ou de dernière année d'école d'ingénieur) [Stage pourvu]. pdf

• Articles [ sous presse | 2025 | 2024 | 2023 | 2022 | 2021 | 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2008 | 2007 | 2006 | 2005 | 2004 | 2003 ]
• Conférences
• Chapitres de livre

Articles

G. Marrelec, A. Giron. An inferential measure of dependence between two systems using Bayesian model comparison. IEEE Transaction on Systems, Man, and Cybernetics: Systems 55(3), 1671-1683. doi | pdf | supplement | arXiv:2412.06478 [stat.ML] | hal-04867661

• S. Hssain-Khalladi, A. Giron, C. Huneau, C. Gitton, D. Schwartz, N. Georges, M. Le Van Quyen, G. Marrelec*, V. Marchand-Pauvert* (2024). Further characterization of late somatosensory evoked potentials using EEG and MEG source imaging. European Journal of Neuroscience 60(1), 3772-3794. doi | pdf | hal-04556794
• G. Marrelec, J. Benhamou, M. Le Van Quyen (2024). Time-frequency analysis of event-related brain recordings: Effect of noise on power. Heliyon 10(18), e35310. doi | pdf | supplement | hal-04691683
• G. Marrelec, A. Giron (2024). Estimating the concentration parameter of a von Mises distribution: a systematic simulation benchmark. Communications in Statistics: Simulations and Computation 53(1), 117-129. doi | pdf | supplement | arXiv:2111.09660 [stat.AP] | hal-03641476
• G. Marrelec, A. Giron (2024). Inferring the finest pattern of mutual independence from data. Statistical Papers 65, 1677-1702. doi | pdf | supplement | arXiv:2306.12984 [stat.ML] | hal-04141448
• G. Marrelec, A. Giron (2024). Multilevel testing of constraints induced by structural equation modeling in fMRI effective connectivity analysis: a proof of concept. Magnetic Resonance Imaging 109, 294-303. doi | pdf | arXiv:2409.05630 [q-bio.QM] | hal-04438933

• J. Benhamou, M. Le Van Quyen, G. Marrelec (2023). Time-frequency analysis of event-related brain recordings: Connecting power of evoked potential and inter-trial coherence. IEEE Transactions on Biomedical Engineering 70(5), 1599-1610. doi | pdf | supplement #1 | supplement #2 | supplement #3 | arXiv:2211.08811 [q-bio.NC] | hal-03857064
• R. Ramesh, C. Thimonier, S. Desgranges, V. Faugeras, F. Coulouvrat, J. Laurent, G. Marrelec, C. Contino-Pepin, W. Urbach, C. Tribet, N. Taulier (2023). Acoustic droplet vaporization of perfluorohexane emulsions is induced by heterogeneous nucleation at an ultrasonic frequency of 1.1 MHz. Langmuir 39(44), 15716-15729. doi | pdf | supplement | hal-04273426

• C. Dahon, A. Cano, M. Fall, G. Marrelec, G. Chardon (2022). Numerical full inversion of two dielectric cylinders upon a metallic plane: A first step toward forest parameter retrieval from VHF to P-band radar data. PIER B 95, 163-183. doi | pdf | hal-03702156

• G. Marrelec, A. Giron, L. Messio (2021). Exponential decay of pairwise correlation in Gaussian graphical models with an equicorrelational one-dimensional connection pattern. Statistics and Probability Letters 171, 109016. doi | pdf | online supplement | arXiv:2011.14614 [math.ST] | hal-03061276
• G. Marrelec, A. Giron (2021). Automated extraction of mutual independence patterns using Bayesian comparison of partition models. Transactions on Pattern Analysis and Machine Intelligence 43(7), 2299-2313. doi | pdf | online supplement | arXiv:2001.05407 [stat.ML] | hal-02456303

• G. Marrelec, A. Giron (2020). Cumulants of multiinformation density in the case of a multivariate normal distribution. Statistics and Probability Letters 156, 108587. doi | pdf | online supplement | arXiv:1908.06934 [math.ST] | hal-02374446

• K. Xu, G. Marrelec, S. Bernard, Q. Grimal (2019). Lorentzian-model-based Bayesian analysis for automated estimation of attenuated resonance spectrum. IEEE Transactions on Signal Processing 67(1), 4-16. doi | pdf | hal-03079589

• S. Sangari, A. Giron, G. Marrelec, P.-F. Pradat, V. Marchand-Pauvert (2018). Abnormal cortical brain integration of somatosensory afferents in ALS. Clinical Neurophysiology 129(4), 874-884. doi | pdf | hal-01688635

• J. Deslauriers, J. Ansado, G. Marrelec, J.-S. Provost, Y. Joanette (2017). Increase of posterior connectivity in aging within the ventral attention network: A functional connectivity analysis using independent component analysis. Brain Research 1657, 288-296. doi | pdf | hal-03079603

• G. Marrelec^*, A. Messé^*, A. Giron, D. Rudrauf (2016). Functional connectivity's degenerate view of brain computation. PLoS Computational Biology 12(10), e1005031. doi | pdf | hal-01400273
• G. Renaud, M. Talmant, G. Marrelec (2016). Microstrain-level measurement of third-order elastic constants applying dynamic acousto-elastic testing. Journal of Applied Physics 120, 135102. doi | pdf | hal-01379025

2015

• S. Bernard, G. Marrelec, Q. Grimal, P. Laugier (2015). Bayesian normal modes identification and stiffness coefficients estimation in resonant ultrasound spectroscopy. Inverse Problems 31, 065010. doi | pdf | hal-01314378
• G. Marrelec, A. Messé, P. Bellec (2015). A Bayesian alternative to mutual information for the hierarchical clustering of dependent random variables. PLoS ONE 10(9), e0137278. doi | pdf | arXiv:1501.05194 [stat.ML] | hal-01271811
• A. Messé, H. Benali, G. Marrelec (2015). Relating structural and functional connectivity in MRI: A simple model for a complex brain. IEEE Transactions in Medical Imaging 34(1), 27-37. doi | pdf | hal-01400278
• A. Messé, D. Rudrauf, A. Giron, G. Marrelec (2015). Predicting function from structure via computational models using MRI: An extensive comparison study. NeuroImage 111, 65-75. doi | pdf | hal-03079622

2014

• K. Debas, J. Carrier, M. Barakat, G. Marrelec, P. Bellec, H. T. Abdallah, A. Karni, L. Ungerleider, H. Benali, J. Doyon (2014). Off-line consolidation of motor sequence learning results in greater integration within a cortico-striatal functional network. NeuroImage 99C, 50-58. doi | pdf | hal-03079663
• C. Malherbe, A. Messé, E. Bardinet, M. Pélégrini-Issac, V. Perlbarg, G. Marrelec, Y. Worbe, J. Yelnik, S. Lehéricy, H. Benali (2014). Combining spatial independent component analysis with regression to identify the subcortical components of resting-state fMRI functional networks. Brain Connectivity 4(3), 181-192. doi | pdf | hal-03079671
• A. Messé, D. Rudrauf, H. Benali, G. Marrelec (2014). Relating structure and function in the human brain: relative contributions of anatomy, stationary dynamics, and non-stationarities. PLoS Computational Biology 10(3), e1003530. doi | pdf | hal-01342609

2013

• L. Ghazi Saidi, V. Perlbarg, G. Marrelec, M. Pélégrini-Issac, H. Benali, A.-I. Ansaldo (2013). Functional connectivity changes in second language vocabulary learning. Brain and Language 124(1), 56-65. doi | pdf | hal-03086406
• K. Marcotte, V. Perlbarg, G. Marrelec, H. Benali, A. Ansaldo (2013). Default-mode network functional connectivity in aphasia: therapy-induced neuroplasticity and prognostic values. Brain and Language 124(1), 45-55. doi | pdf | hal-03086409
• S. Mesmoudi, V. Perlbarg, D. Rudrauf; A. Messe, B. Pinsard, D. Hasboun, C. Cioli, G. Marrelec, R. Toro, H. Benali, Y. Burnod (2013). Resting state networks' corticotopy: the dual intertwined rings architecture. PLoS ONE 8(7), e67444. doi | pdf | hal-00938595
• V. Taylor, V. Daneault, J. Grant, G. Scavone, E. Breton, S. Roffe-Vidal, J. Courtemanche, A. S. Lavarenne, G. Marrelec, H. Benali, M. Beauregard (2013). Impact of mindfulness training on the default mode network during a restful state: a functional connectivity study. Social Cognitive and Affective Neuroscience 8(1), 4-14. doi | pdf | hal-03086414

2012

• M. Boly, V. Perlbarg, G. Marrelec, T. T. Dang-Vu, M. Schabus, S. Laureys, J. Doyon, M. Pélégrini-Issac, P. Maquet, H. Benali (2012). Hierarchical clustering of brain activity during non rapid eye movement sleep. Proceedings of the National Academy of Science of the USA 109(15), 5856-5861. pdf | doi | hal-03151343
• A. Messé, G. Marrelec, P. Bellec, V. Perlbarg, J. Doyon, M. Pélégrini-Issac, H. Benali (2012). Comparing structural and functional graph theory features in the human brain using multimodal MRI. IRBM, Ingénierie et recherche biomédicale / IRBM Biomedical Engineering and Research 33(4), 244-253. pdf | doi | hal-03157615

2011

• G. Marrelec, H. Benali (2011). Large-sample asymptotic approximation for the sampling and posterior distributions of differential entropy for multivariate normal distributions. Entropy 13(4), 805-819. pdf | doi | hal-03151355
• G. Marrelec, P. Fransson (2011). Assessing the influence from different region-of-interest selection strategies on functional connectivity analyses of fMRI data acquired during steady-state conditions. PLoS ONE. pdf | doi | hal-03151363
• J. Schrouff, V. Perlbarg, M. Boly, G. Marrelec, P. Boveroux, A. Vanhaudenhuyse, M.-A. Bruno, S. Laureys, C. Phillips, M. Pélégrini-Issac, P. Maquet, H. Benali (2011). Brain functional integration decreases during propofol-induced loss of consciousness. NeuroImage 57(1), 198-205. pdf | doi | hal-03151373

2010

• D. Coynel, G. Marrelec, V. Perlbarg, M. Pélégrini-Issac, P.-F. Van de Moortele, K. Ugurbil, J. Doyon, H. Benali, S. Lehéricy (2010). Dynamics of the functional integration of motor-related areas interactions during motor sequence learning. NeuroImage 49(1), 759-766. doi | pdf | hal-03157623
• X. Li, G. Marrelec, R. Hess, H. Benali (2010). A nonlinear identification method to study effective connectivity in functional MRI. Medical Image Analysis 14(1), 30-38. doi | pdf | hal-03157630
• X. Li, A. Messé, G. Marrelec, M. Pélégrini-Issac, H. Benali (2010). An enhanced voxel-based morphometry method to investigate structural changes: application to Alzheimer's disease. Neuroradiology 52(3), 203-213. doi | pdf | hal

2009

• G. Marrelec, H. Benali (2009). A theoretical investigation of the relationship between structural equation modeling and partial correlation in functional MRI effective connectivity. Computational Intelligence and Neuroscience, volume 2009, article ID 369341. doi | pdf | hal-03157648
• G. Marrelec, J. Kim, J. Doyon, B. Horwitz (2009). Large scale model validation of partial correlation analysis for effective connectivity Investigation in functional MRI. Human Brain Mapping 30(3), 941-950. doi | pdf | hal-03157654

2008

• P. Bellec, G. Marrelec, H. Benali (2008). A bootstrap test to investigate changes in brain connectivity for functional MRI. Statistica Sinica 18(4), 1253-1268. url | pdf | supplément | hal-03157669
• P. Fransson, G. Marrelec (2008). The precuneus/posterior cingulate cortex plays a pivotal role in the default mode network: evidence from a partial correlation network analysis. NeuroImage 42(3), 1178-1184. doi | pdf | hal-03157679
• G. Marrelec, P. Bellec, H. Duffau, M. Pélégrini-Issac, A. Krainik, S. Lehéricy, J. Doyon, H. Benali (2008). Regions, systems, and the brain: hierarchical measures of functional integration in fMRI. Medical Image Analysis 12(4), 484-496. doi | pdf | hal
• G. Marrelec, H. Benali (2008). Conditional independence between two variables given any conditioning subset implies block diagonal covariance matrix for multivariate Gaussian distributions. Statistics & Probability Letters 78(13), 1922-1928. doi | pdf | hal-00506517
• V. Perlbarg, G. Marrelec (2008). Contribution of exploratory methods to the investigation of extended large-scale brain networks in functional MRI - Methodologies, results and challenges. International Journal of Biomedical Imaging, vol. 2008, Article ID 218519, 14 pages. doi | pdf | hal-03157691

2007

• M. Champagne-Lavau, G. Marrelec-Oberhaus (2007). Vers une relecture de la perspective bayésienne du délire dans la schizophrénie. Revue en Santé Mentale du Québec XXXII(1), 9-36. doi | pdf | hal-03157693
• J. Daunizeau, C. Grova, G. Marrelec, J. Mattout, S. Jbabdi, M. Pélégrini-Issac, J.-M. Lina, H. Benali (2007). Symmetrical event-related EEG/fMRI information fusion in a variational Bayesian framework. NeuroImage 36(1), 69-87. doi | pdf | hal
• G. Marrelec, B. Horwitz, J. Kim, M. Pélégrini-Issac, H. Benali, J. Doyon (2007). Using partial correlation to enhance structural equation modeling of functional MRI data. Magnetic Resonance Imaging 25(8), 1181-1189. doi | pdf | hal

2006

• G. Marrelec, P. Bellec, H. Benali (2006). Exploring large-scale brain networks in functional MRI. Journal of Physiology, Paris 100(4), 171-181. doi | pdf | hal-03157768
• G. Marrelec, H. Benali (2006). Asymptotic Bayesian structure learning using graph supports for Gaussian graphical models. Journal of Multivariate Analysis 97(6), 1451-1466. doi | pdf | hal-03157776
• G. Marrelec, A. Krainik, H. Duffau, M. Pélégrini-Issac, S. Lehéricy, J. Doyon, H. Benali (2006). Partial correlation for functional brain interactivity investigation in functional MRI. NeuroImage 32(1), 228-237. doi| pdf | hal

2005

• J. Daunizeau, C. Grovat, J. Mattout, G. Marrelec, D. Clonda, B. Goulard, M. Pélégrini-Issac, J.-M. Lina et H. Benali (2005). Assessing the relevance of fMRI-based prior in the EEG inverse problem: a Bayesian model selecting approach. IEEE Transactions on Signal Processing 53, 3461-3472. doi | pdf | hal-03163997
• G. Marrelec, J. Daunizeau, M. Pélégrini-Issac, J. Doyon et H. Benali (2005). Conditional correlation as a measure of mediated interactivity in fMRI and MEG/EEG. IEEE Transactions on Signal Processing 53, 3503-3516. doi | pdf | hal-03164982

2004

• G. Marrelec et H. Benali (2004). Automated rejection sampling from product of distributions. Computational Statistics 19, 301-315. doi | pdf | hal-03164990
• G. Marrelec, P. Ciuciu, M. Pélégrini-Issac et H. Benali (2004). Estimation of the hemodynamic response in event-related functional MRI: Bayesian networks as a framework for efficient Bayesian modeling and inference. IEEE Transactions on Medical Imaging 23, 959-967. doi | pdf | hal

2003

• P. Ciuciu, J.-B. Poline, G. Marrelec, J. Idier, C. Pallier et H. Benali (2003). Unsupervised robust non-parametric estimation of the hemodynamic response function for any fMRI experiment. IEEE Transactions on Medical Imaging 22, 1235-1251. doi | pdf | hal
• G. Marrelec, H. Benali, P. Ciuciu, M. Pélégrini-Issac et J.-B. Poline (2003). Robust Bayesian estimation of the hemodynamic response function in event-related BOLD fMRI using basic physiological information. Human Brain Mapping 19, 1-17. doi | pdf | hal

Conférences / Conference

• A. Er, A. Lackmy-Vallée, M. Le Van Quyen, G.Marrelec*, V. Marchand-Pauvert* (2024). Repercussion of cTBS-induced cortical excitability changes on phase-amplitude coupling in resting-state EEG. Neuroscience 2024 (SfN'24). Affiche.
• A. Er, M. Le Van Quyen, J. Dauguet, V. Marchand-Pauvert*, G. Marrelec* (2024). Extracting transient phase-amplitude coupling from resting-state EEG signals. 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2024). Présentation. pdf
• G. Marrelec, J. Benhamou, M. Le Van Quyen (2023). Event-related EEG/MEG time-frequency analysis: Effect of noise on power. Organisation for Human Brain Mapping Annual Meeting 2023 (OHBM 2023). Affiche. pdf
• G. Marrelec, J. Benhamou, M. Le Van Quyen (2022). Event-related EEG/MEG time-frequency analysis: Relating power and coherence across trials. Organisation for Human Brain Mapping annual Meeting 2022 (OHBM 2022). Affiche. pdf

Chapitres de livre

• P. Bellec, A. Messé, D. Coynel, V. Perlbarg, H. Benali, G. Marrelec (2011). Resting-state brain networks in functional MRI. In Brain Mapping: From Neural Basis of Cognition to Surgical Applications. H. Duffau (ed.). pdf

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