Matthieu Gilson

Summary

Affiliation: The Bionic Ear Institute
Country: Australia

Publications

  1. ncbi Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks. II. Input selectivity--symmetry breaking
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, University of Melbourne, Melbourne, VIC 3010, Australia
    Biol Cybern 101:103-14. 2009
  2. ncbi Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks IV: structuring synaptic pathways among recurrent connections
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, The University of Melbourne, Melbourne, VIC 3010, Australia
    Biol Cybern 101:427-44. 2009
  3. ncbi Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks. I. Input selectivity--strengthening correlated input pathways
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, The University of Melbourne, Melbourne, VIC 3010, Australia
    Biol Cybern 101:81-102. 2009
  4. ncbi Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks III: Partially connected neurons driven by spontaneous activity
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, The University of Melbourne, Melbourne, VIC 3010, Australia
    Biol Cybern 101:411-26. 2009
  5. ncbi Representation of input structure in synaptic weights by spike-timing-dependent plasticity
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, The University of Melbourne, Victoria, Australia
    Phys Rev E Stat Nonlin Soft Matter Phys 82:021912. 2010
  6. pmc Delay selection by spike-timing-dependent plasticity in recurrent networks of spiking neurons receiving oscillatory inputs
    Robert R Kerr
    Neuroengineering Laboratory, Department of Electrical and Electronic Engineering, The University of Melbourne, Melbourne, Victoria, Australia
    PLoS Comput Biol 9:e1002897. 2013
  7. ncbi Frequency selectivity emerging from spike-timing-dependent plasticity
    Matthieu Gilson
    Neuroengineering Laboratory, Department of Electrical and Electronic Engineering, University of Melbourne, VIC 3010, Australia
    Neural Comput 24:2251-79. 2012
  8. ncbi Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks V: self-organization schemes and weight dependence
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, University of Melbourne, Melbourne, VIC 3010, Australia
    Biol Cybern 103:365-86. 2010
  9. ncbi Goal-directed control with cortical units that are gated by both top-down feedback and oscillatory coherence
    Robert R Kerr
    Neuroengineering Laboratory, Department of Electrical and Electronic Engineering, The University of Melbourne Melbourne, Vic, Australia Centre for Neural Engineering, The University of Melbourne Melbourne, Vic, Australia NICTA, Victoria Research Lab, The University of Melbourne Melbourne, Vic, Australia
    Front Neural Circuits 8:94. 2014
  10. pmc Coexistence of reward and unsupervised learning during the operant conditioning of neural firing rates
    Robert R Kerr
    Neuroengineering Laboratory, Department of Electrical and Electronic Engineering, University of Melbourne, Melbourne, Australia Centre for Neural Engineering, University of Melbourne, Melbourne, Australia NICTA, Victoria Research Lab, University of Melbourne, Melbourne, Australia
    PLoS ONE 9:e87123. 2014

Collaborators

Detail Information

Publications11

  1. ncbi Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks. II. Input selectivity--symmetry breaking
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, University of Melbourne, Melbourne, VIC 3010, Australia
    Biol Cybern 101:103-14. 2009
    ..Consequently STDP generates a functional structure on the input connections of the network...
  2. ncbi Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks IV: structuring synaptic pathways among recurrent connections
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, The University of Melbourne, Melbourne, VIC 3010, Australia
    Biol Cybern 101:427-44. 2009
    ..We find conditions for feed-forward pathways or areas with strengthened self-feedback to emerge in an initially homogeneous recurrent network...
  3. ncbi Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks. I. Input selectivity--strengthening correlated input pathways
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, The University of Melbourne, Melbourne, VIC 3010, Australia
    Biol Cybern 101:81-102. 2009
    ....
  4. ncbi Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks III: Partially connected neurons driven by spontaneous activity
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, The University of Melbourne, Melbourne, VIC 3010, Australia
    Biol Cybern 101:411-26. 2009
    ..In the absence of external inputs, STDP can nevertheless generate structure in the network through autocorrelation effects, for example, by introducing asymmetry in network topology...
  5. ncbi Representation of input structure in synaptic weights by spike-timing-dependent plasticity
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, The University of Melbourne, Victoria, Australia
    Phys Rev E Stat Nonlin Soft Matter Phys 82:021912. 2010
    ..The results demonstrate how weight-dependent STDP can generate multimodal stable asymptotic distributions of the synaptic weights...
  6. pmc Delay selection by spike-timing-dependent plasticity in recurrent networks of spiking neurons receiving oscillatory inputs
    Robert R Kerr
    Neuroengineering Laboratory, Department of Electrical and Electronic Engineering, The University of Melbourne, Melbourne, Victoria, Australia
    PLoS Comput Biol 9:e1002897. 2013
    ..We discuss the application of these models to the formation and activation of neuronal ensembles or cell assemblies in the cortex, and also to missing fundamental pitch perception in the auditory brainstem...
  7. ncbi Frequency selectivity emerging from spike-timing-dependent plasticity
    Matthieu Gilson
    Neuroengineering Laboratory, Department of Electrical and Electronic Engineering, University of Melbourne, VIC 3010, Australia
    Neural Comput 24:2251-79. 2012
    ..The model predicts that synapses responding to a given BMF form clusters on dendritic branches...
  8. ncbi Emergence of network structure due to spike-timing-dependent plasticity in recurrent neuronal networks V: self-organization schemes and weight dependence
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, University of Melbourne, Melbourne, VIC 3010, Australia
    Biol Cybern 103:365-86. 2010
    ..This neuronal self-organization can be seen as a basic dynamical ingredient for the emergence of neuronal maps induced by activity-dependent plasticity...
  9. ncbi Goal-directed control with cortical units that are gated by both top-down feedback and oscillatory coherence
    Robert R Kerr
    Neuroengineering Laboratory, Department of Electrical and Electronic Engineering, The University of Melbourne Melbourne, Vic, Australia Centre for Neural Engineering, The University of Melbourne Melbourne, Vic, Australia NICTA, Victoria Research Lab, The University of Melbourne Melbourne, Vic, Australia
    Front Neural Circuits 8:94. 2014
    ..Based on this, we make predictions about the likely connectivities between certain brain regions that have been experimentally observed to be involved in goal-directed behavior and top-down attention. ..
  10. pmc Coexistence of reward and unsupervised learning during the operant conditioning of neural firing rates
    Robert R Kerr
    Neuroengineering Laboratory, Department of Electrical and Electronic Engineering, University of Melbourne, Melbourne, Australia Centre for Neural Engineering, University of Melbourne, Melbourne, Australia NICTA, Victoria Research Lab, University of Melbourne, Melbourne, Australia
    PLoS ONE 9:e87123. 2014
    ..We also consider our model in the differential reinforcement of two nearby neurons. Our model aligns more strongly with experimental studies than previous models and makes testable predictions for future experiments. ..
  11. pmc STDP allows fast rate-modulated coding with Poisson-like spike trains
    Matthieu Gilson
    Department of Electrical and Electronic Engineering, The University of Melbourne, Melbourne, Australia
    PLoS Comput Biol 7:e1002231. 2011
    ..STDP provides an appealing mechanism to learn such rate patterns, which, beyond sensory processing, may also be involved in many cognitive tasks...