Robust estimation of the hemodynamic response function in asynchronous multitasks multisessions event-related fMRI paradigms. - Philippe Ciuciu; Guillaume Marrelec; Jean-Baptiste Poline; Jérôme Idier; Habib Benali (ISBI, 2002)

Conditional independence graphs for functional connectivity in functional MRI. - Guillaume Marrelec; Mélanie Pélégrini-Issac; Habib Benali (ISBI, 2002)

Estimation of the Hemodynamic Response Function in Event-Related Functional MRI: Directed Acyclic Graphs for a General Bayesian Inference Framework. - Guillaume Marrelec; Philippe Ciuciu; Mélanie Pélégrini-Issac; Habib Benali (IPMI, 2003)

Unsupervised robust non-parametric estimation of the hemodynamic response function for any fMRI experiment. - Philippe Ciuciu; Jean-Baptiste Poline; Guillaume Marrelec; Jérôme Idier; Christophe Pallier; Habib Benali (IEEE Trans. Medical Imaging, 2003)

Identification of A Large-Scale Functional Network In Functional Magnetic Resonance Imaging. - Pierre Bellec; Guillaume Marrelec; Vincent Perlbarg; Saâd Jbabdi; Odile Jolivet; Mélanie Pélégrini-Issac; Habib Benali; Julien Doyon (ISBI, 2004)

A Level Set Method for Building Anatomical Connectivity Paths Between Brain Areas Using DTI. - Saâd Jbabdi; Pierre Bellec; Guillaume Marrelec; Habib Benali (ISBI, 2004)

Selection of Spatially Independent Components to Explain Functional Connectivity In fMRI. - Vincent Perlbarg; Pierre Bellec; Habib Benali; Guillaume Marrelec; Saâd Jbabdi (ISBI, 2004)

Automated rejection sampling from product of distributions. - Guillaume Marrelec; Habib Benali (Comput. Stat., 2004)

Estimation of the hemodynamic response in event-related functional MRI: Bayesian networks as a framework for efficient Bayesian modeling and inference. - Guillaume Marrelec; Philippe Ciuciu; Mélanie Pélégrini-Issac; Habib Benali (IEEE Trans. Medical Imaging, 2004)

Heading for data-driven measures of effective connectivity in functional MRI. - Guillaume Marrelec; Julien Doyon; Mélanie Pélégrini-Issac; Habib Benali (IJCNN, 2005)

Assessing the relevance of fMRI-based prior in the EEG inverse problem: a bayesian model comparison approach. - Jean Daunizeau; Christophe Grova; Jérémie Mattout; Guillaume Marrelec; Diego Clonda; Bernard Goulard; Mélanie Pélégrini-Issac; Jean-Marc Lina; Habib Benali (IEEE Trans. Signal Process., 2005)

Conditional correlation as a measure of mediated interactivity in fMRI and MEG/EEG. - Guillaume Marrelec; Jean Daunizeau; Mélanie Pélégrini-Issac; Julien Doyon; Habib Benali (IEEE Trans. Signal Process., 2005)

Partial correlation for functional brain interactivity investigation in functional MRI. - Guillaume Marrelec; Alexandre Krainik; Hugues Duffau; Mélanie Pélégrini-Issac; Stéphane Lehéricy; Julien Doyon; Habib Benali (NeuroImage, 2006)

Symmetrical event-related EEG/fMRI information fusion in a variational Bayesian framework. - Jean Daunizeau; Christophe Grova; Guillaume Marrelec; Jérémie Mattout; Saâd Jbabdi; Mélanie Pélégrini-Issac; Jean-Marc Lina; Habib Benali (NeuroImage, 2007)

NEDICA: Detection of group functional networks in FMRI using spatial independent component analysis. - Vincent Perlbarg; Guillaume Marrelec; Julien Doyon; Mélanie Pélégrini-Issac; Stéphane Lehéricy; Habib Benali (ISBI, 2008)

Contribution of Exploratory Methods to the Investigation of Extended Large-Scale Brain Networks in Functional MRI: Methodologies, Results, and Challenges. - Vincent Perlbarg; Guillaume Marrelec (Int. J. Biomed. Imaging, 2008)

Regions, systems, and the brain: Hierarchical measures of functional integration in fMRI. - Guillaume Marrelec; Pierre Bellec; Alexandre Krainik; Hugues Duffau; Mélanie Pélégrini-Issac; Stéphane Lehéricy; Habib Benali; Julien Doyon (Medical Image Anal., 2008)

The precuneus/posterior cingulate cortex plays a pivotal role in the default mode network: Evidence from a partial correlation network analysis. - Peter Fransson; Guillaume Marrelec (NeuroImage, 2008)

A Theoretical Investigation of the Relationship between Structural Equation Modeling and Partial Correlation in Functional MRI Effective Connectivity. - Guillaume Marrelec; Habib Benali (Comput. Intell. Neurosci., 2009)

Conditional integration as a way of measuring mediated interactions between large-scale brain networks in functional MRI. - David Coynel; Guillaume Marrelec; Vincent Perlbarg; Julien Doyon; Habib Benali (ISBI, 2010)

Identification of functional cortico-subcortical networks in resting-state FMRI: a combined NEDICA and GLM analysis. - Caroline Malherbe; Mélanie Pélégrini-Issac; Vincent Perlbarg; Stéphane Lehéricy; Guillaume Marrelec; Habib Benali (ISBI, 2010)

A nonlinear identification method to study effective connectivity in functional MRI. - Xingfeng Li 002; Guillaume Marrelec; Robert F. Hess; Habib Benali (Medical Image Anal., 2010)

Dynamics of motor-related functional integration during motor sequence learning. - David Coynel; Guillaume Marrelec; Vincent Perlbarg; Mélanie Pélégrini-Issac; Pierre-François van de Moortele; Kâmil Ugurbil; Julien Doyon; Habib Benali; Stéphane Lehéricy (NeuroImage, 2010)

Large-Sample Asymptotic Approximations for the Sampling and Posterior Distributions of Differential Entropy for Multivariate Normal Distributions. - Guillaume Marrelec; Habib Benali (Entropy, 2011)

Brain functional integration decreases during propofol-induced loss of consciousness. - Jessica Schrouff; Vincent Perlbarg; Mélanie Boly; Guillaume Marrelec; Pierre Boveroux; Audrey Vanhaudenhuyse; Marie-Aurélie Bruno; Steven Laureys; Christophe Phillips; Mélanie Pélégrini-Issac; Pierre Maquet; Habib Benali (NeuroImage, 2011)

Combining Spatial Independent Component Analysis with Regression to Identify the Subcortical Components of Resting-State fMRI Functional Networks. - Caroline Malherbe; Arnaud Messé; Éric Bardinet; Mélanie Pélégrini-Issac; Vincent Perlbarg; Guillaume Marrelec; Yulia Worbe; Jérôme Yelnik; Stéphane Lehéricy; Habib Benali (Brain Connect., 2014)

Off-line consolidation of motor sequence learning results in greater integration within a cortico-striatal functional network. - Karen Debas; Julie Carrier; Marc Barakat; Guillaume Marrelec; Pierre Bellec; Abdallah Hadj Tahar; Avi Karni; Leslie G. Ungerleider; Habib Benali; Julien Doyon (NeuroImage, 2014)

Relating Structure and Function in the Human Brain: Relative Contributions of Anatomy, Stationary Dynamics, and Non-stationarities. - Arnaud Messé; David Rudrauf; Habib Benali; Guillaume Marrelec (PLoS Comput. Biol., 2014)

A Bayesian alternative to mutual information for the hierarchical clustering of dependent random variables. - Guillaume Marrelec; Arnaud Messé; Pierre Bellec (CoRR, 2015)

Predicting functional connectivity from structural connectivity via computational models using MRI: An extensive comparison study. - Arnaud Messé; David Rudrauf; Alain Giron; Guillaume Marrelec (NeuroImage, 2015)

Relating Structural and Functional Connectivity in MRI: A Simple Model for a Complex Brain. - Arnaud Messé; Habib Benali; Guillaume Marrelec (IEEE Trans. Medical Imaging, 2015)

Functional Connectivity's Degenerate View of Brain Computation. - Guillaume Marrelec; Arnaud Messé; Alain Giron; David Rudrauf (PLoS Comput. Biol., 2016)

Cumulants of multiinformation density in the case of a multivariate normal distribution. - Guillaume Marrelec; Alain Giron (CoRR, 2019)

Lorentzian-Model-Based Bayesian Analysis for Automated Estimation of Attenuated Resonance Spectrum. - Kailiang Xu; Guillaume Marrelec; Simon Bernard 002; Quentin Grimal (IEEE Trans. Signal Process., 2019)

Automated Extraction of Mutual Independence Patterns Using Bayesian Comparison of Partition Models. - Guillaume Marrelec; Alain Giron (IEEE Trans. Pattern Anal. Mach. Intell., 2021)

Inferring the finest pattern of mutual independence from data. - Guillaume Marrelec; Alain Giron (CoRR, 2023)

Time-Frequency Analysis of Event-Related Brain Recordings: Connecting Power of Evoked Potential and Inter-Trial Coherence. - Jonas Benhamou; Michel Le Van Quyen; Guillaume Marrelec (IEEE Trans. Biomed. Eng., 2023)

Extracting Transient Phase-Amplitude Coupling from Resting-State EEG Signals. - A. Er; Michel Le Van Quyen; J. Dauguet; Véronique Marchand-Pauvert; Guillaume Marrelec (EMBC, 2024)

Estimating the concentration parameter of a von Mises distribution: a systematic simulation benchmark. - Guillaume Marrelec; Alain Giron (Commun. Stat. Simul. Comput., 2024)

An Inferential Measure of Dependence Between Two Systems Using Bayesian Model Comparison. - Guillaume Marrelec; Alain Giron (IEEE Trans. Syst. Man Cybern. Syst., 2025)