Concepedia

Stochastic Neuron Models

Stochastic Neuron Models is a class of computational neuroscience models that incorporate probabilistic mechanisms to describe the inherent variability and randomness in neuronal dynamics, distinguishing them from deterministic models by explicitly accounting for noise in membrane potential, synaptic transmission, or spiking behavior.

890

Publications

59.4K

Citations

1.8K

Authors

763

Institutions

Publications per year

2017–2026

186

Parents

Publications

890

Neurons with graded response have collective computational properties like those of two-state neurons.

J. J. Hopfield · Proceedings of the National Academy of Sciences · 1984 · 7K citations · Full text

, , +15

Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation

Yoshua Bengio, Nicholas Léonard, Aaron Courville · arXiv (Cornell University) · 2013 · 2K citations · Full text

, , +16

Neuronal Spike Trains and Stochastic Point Processes

Donald H. Perkel, George L. Gerstein, George Moore · Biophysical Journal · 1967 · 1.5K citations · Full text

, , +14

Neuronal Spike Trains and Stochastic Point Processes

Donald H. Perkel, George L. Gerstein, George Moore · Biophysical Journal · 1967 · 1.3K citations · Full text

, , +14

The "Wake-Sleep" Algorithm for Unsupervised Neural Networks

Geoffrey E. Hinton, Peter Dayan, Brendan J. Frey et al. · Science · 1995 · 1.1K citations

, , +12

1–5 of 890

Authors

1.8K

  1. PL
    Petr Lánský

    Czech Academy of Sciences, Institute of Physiology, Czechia

    18 publications · 660 citations

    15

    h-index

  2. WG
    Wulfram Gerstner

    École Polytechnique Fédérale de Lausanne, Switzerland

    12 publications · 1.4K citations

    12

    h-index

  3. BL
    Benjamin Lindner

    Bernstein Center for Computational Neuroscience Berlin, Germany

    15 publications · 758 citations

    12

    h-index

  4. KP
    Khashayar Pakdaman

    Inserm, France

    14 publications · 614 citations

    12

    h-index

  5. HC
    Henry C. Tuckwell

    University of British Columbia, Canada

    11 publications · 464 citations

    11

    h-index

1–5 of 1.8K

Institutions

763

  1. Centre National de la Recherche Scientifique

    Paris, France

    25 h-index

    57 publications

    3.1K citations

  2. Université Paris Cité

    Paris, France

    19 h-index

    29 publications

    2.3K citations

  3. Sorbonne Université

    Paris, France

    17 h-index

    22 publications

    1.4K citations

  4. Humboldt-Universität zu Berlin

    Berlin, Germany

    15 h-index

    27 publications

    1.3K citations

  5. Czech Academy of Sciences

    Prague, Czechia

    14 h-index

    22 publications

    639 citations

  6. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    14 h-index

    34 publications

    3.1K citations

  7. University College London

    London, United Kingdom

    13 h-index

    16 publications

    1.2K citations

  8. The University of Tokyo

    Tokyo, Japan

    13 h-index

    28 publications

    1.1K citations

1–8 of 763

Venues

  1. 30

    h-index

  2. Physical Review E

    PRE · 48 publications · 1.9K citations

    28

    h-index

  3. Neural Computation

    56 publications · 3.7K citations

    26

    h-index

  4. Physical Review Letters

    PRL · 29 publications · 3.5K citations

    25

    h-index

  5. PLoS Computational Biology

    25 publications · 1.8K citations

    20

    h-index

1–5