Matthieu Gilson

Publication Activity (10 Years)

Years Active: 2007-2023
Publications (10 Years): 16

Top Topics

Bayesian Estimation

Functional Connectivity

Top Venues

Frontiers Comput. Neurosci.

PLoS Comput. Biol.

Publications

Sandra Nestler, Moritz Helias, Matthieu Gilson
Neuronal architecture extracts statistical temporal patterns. CoRR (2023)
Matthieu Gilson, Jean-Pascal Pfister
Propagation of Spiking Moments in Linear Hawkes Networks. SIAM J. Appl. Dyn. Syst. 19 (2) (2020)
Matthieu Gilson, David Dahmen, Rubén Moreno-Bote, Andrea Insabato, Moritz Helias
The covariance perceptron: A new paradigm for classification and processing of time series in recurrent neuronal networks. PLoS Comput. Biol. 16 (10) (2020)
Sandra Nestler, Christian Keup, David Dahmen, Matthieu Gilson, Holger Rauhut, Moritz Helias
Unfolding recurrence by Green's functions for optimized reservoir computing. NeurIPS (2020)
Murat Demirtas, Adrián Ponce-Alvarez, Matthieu Gilson, Patric Hagmann, Dante Mantini, Viviana Betti, Gian Luca Romani, Karl J. Friston, Maurizio Corbetta, Gustavo Deco
Distinct modes of functional connectivity induced by movie-watching. NeuroImage 184 (2019)
David Dahmen, Matthieu Gilson, Moritz Helias
Capacity of the covariance perceptron. CoRR (2019)
Matthieu Gilson, Nikos E. Kouvaris, Gustavo Deco, Jean-François Mangin, Cyril Poupon, Sandrine Lefranc, Denis Rivière, Gorka Zamora-López
Network analysis of whole-brain fMRI dynamics: A new framework based on dynamic communicability. NeuroImage 201 (2019)
Matthieu Gilson
Analysis of fMRI data using noise-diffusion network models: a new covariance-coding perspective. Biol. Cybern. 112 (1-2) (2018)
Vicente Pallarés, Andrea Insabato, Ana Sanjuán, Simone Kühn, Dante Mantini, Gustavo Deco, Matthieu Gilson
Extracting orthogonal subject- and condition-specific signatures from fMRI data using whole-brain effective connectivity. NeuroImage 178 (2018)
Matthieu Gilson, Gustavo Deco, Karl J. Friston, Patric Hagmann, Dante Mantini, Viviana Betti, Gian Luca Romani, Maurizio Corbetta
Effective connectivity inferred from fMRI transition dynamics during movie viewing points to a balanced reconfiguration of cortical interactions. NeuroImage 180 (Part) (2018)
Andrea Insabato, John P. Cunningham, Matthieu Gilson
Bayesian estimation for large scale multivariate Ornstein-Uhlenbeck model of brain connectivity. CoRR (2018)
Katharina Glomb, Adrián Ponce-Alvarez, Matthieu Gilson, Petra Ritter, Gustavo Deco
Stereotypical modulations in dynamic functional connectivity explained by changes in BOLD variance. NeuroImage 171 (2018)
Matthieu Gilson, Jean-Pascal Pfister
Propagation of moments in Hawkes networks. CoRR (2018)
Katharina Glomb, Adrián Ponce-Alvarez, Matthieu Gilson, Petra Ritter, Gustavo Deco
Resting state networks in empirical and simulated dynamic functional connectivity. NeuroImage 159 (2017)
Matthieu Gilson, Rubén Moreno-Bote, Adrián Ponce-Alvarez, Petra Ritter, Gustavo Deco
Estimation of Directed Effective Connectivity from fMRI Functional Connectivity Hints at Asymmetries of Cortical Connectome. PLoS Comput. Biol. 12 (3) (2016)
Pierre Yger, Matthieu Gilson
Addendum: Models of Metaplasticity: A Review of Concepts. Frontiers Comput. Neurosci. 10 (2016)
Pierre Yger, Matthieu Gilson
Models of Metaplasticity: A Review of Concepts. Frontiers Comput. Neurosci. 9 (2015)
Matthieu Gilson, Cristina Savin, Friedemann Zenke
Editorial: Emergent Neural Computation from the Interaction of Different Forms of Plasticity. Frontiers Comput. Neurosci. 9 (2015)
Florence I. Kleberg, Tomoki Fukai, Matthieu Gilson
Excitatory and inhibitory STDP jointly tune feedforward neural circuits to selectively propagate correlated spiking activity. Frontiers Comput. Neurosci. 8 (2014)
Konstantin Borovkov, Geoffrey Decrouez, Matthieu Gilson
On Stationary Distributions of Stochastic Neural Networks. J. Appl. Probab. 51 (3) (2014)
Robert R. Kerr, Anthony N. Burkitt, Doreen A. Thomas, Matthieu Gilson, David B. Grayden
Delay Selection by Spike-Timing-Dependent Plasticity in Recurrent Networks of Spiking Neurons Receiving Oscillatory Inputs. PLoS Comput. Biol. 9 (2) (2013)
Matthieu Gilson, Tomoki Fukai, Anthony N. Burkitt
Spectral Analysis of Input Spike Trains by Spike-Timing-Dependent Plasticity. PLoS Comput. Biol. 8 (7) (2012)
Matthieu Gilson, Moritz Bürck, Anthony N. Burkitt, J. Leo van Hemmen
Frequency Selectivity Emerging from Spike-Timing-Dependent Plasticity. Neural Comput. 24 (9) (2012)
Matthieu Gilson, Timothée Masquelier, Etienne Hugues
STDP Allows Fast Rate-Modulated Coding with Poisson-Like Spike Trains. PLoS Comput. Biol. 7 (10) (2011)
Matthieu Gilson, Anthony N. Burkitt, J. Leo van Hemmen
STDP in Recurrent Neuronal Networks. Frontiers Comput. Neurosci. 4 (2010)
Matthieu Gilson, Anthony N. Burkitt, David B. Grayden, Doreen A. Thomas, J. Leo van Hemmen
Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks V: self-organization schemes and weight dependence. Biol. Cybern. 103 (5) (2010)
Matthieu Gilson, Anthony N. Burkitt, David B. Grayden, Doreen A. Thomas, J. Leo van Hemmen
Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks. I. Input selectivity-strengthening correlated input pathways. Biol. Cybern. 101 (2) (2009)
Matthieu Gilson, Anthony N. Burkitt, David B. Grayden, Doreen A. Thomas, J. Leo van Hemmen
Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks IV. Biol. Cybern. 101 (5-6) (2009)
Matthieu Gilson, Anthony N. Burkitt, David B. Grayden, Doreen A. Thomas, J. Leo van Hemmen
Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks. II. Input selectivity - symmetry breaking. Biol. Cybern. 101 (2) (2009)
Matthieu Gilson, Anthony N. Burkitt, David B. Grayden, Doreen A. Thomas, J. Leo van Hemmen
Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks III: Partially connected neurons driven by spontaneous activity. Biol. Cybern. 101 (5-6) (2009)
Anthony N. Burkitt, Matthieu Gilson, J. Leo van Hemmen
Spike-timing-dependent plasticity for neurons with recurrent connections. Biol. Cybern. 96 (5) (2007)
Matthieu Gilson, David B. Grayden, J. Leo van Hemmen, Doreen A. Thomas, Anthony N. Burkitt
Spike-Timing Dependent Plasticity in Recurrently Connected Networks with Fixed External Inputs. ICONIP (1) (2007)