Concepedia

Neural Population Models

Neural Population Models is a mathematical framework that describes the collective dynamics of large groups of neurons by modeling their average activity and interactions, distinguishing it from single-neuron models through its focus on population-level statistical behavior and emergent network properties.

540

Publications

43K

Citations

1.3K

Authors

579

Institutions

Publications per year

2017–2026

162

Variants

Neural Population Modeling

Parents

Publications

540

Excitatory and Inhibitory Interactions in Localized Populations of Model Neurons

Hugh R. Wilson, Jack D. Cowan · Biophysical Journal · 1972 · 3.7K citations · Full text

, , +16

Weak pairwise correlations imply strongly correlated network states in a neural population

Elad Schneidman, Michael J. Berry, Ronen Segev et al. · Nature · 2006 · 1.9K citations · Full text

, , +14

Inferring single-trial neural population dynamics using sequential auto-encoders

Chethan Pandarinath, Daniel J. O’Shea, Jasmine Collins et al. · Nature Methods · 2018 · 729 citations · Full text

, , +13

Simple models for reading neuronal population codes.

H. Sebastian Seung, Haim Sompolinsky · Proceedings of the National Academy of Sciences · 1993 · 646 citations

, , +16

High-dimensional geometry of population responses in visual cortex

Carsen Stringer, Marius Pachitariu, Nicholas A. Steinmetz et al. · Nature · 2019 · 642 citations · Full text

, , +17

1–5 of 540

Authors

1.3K

  1. KV
    Krishna V. Shenoy

    Stanford University, United States

    13 publications · 1.8K citations

    13

    h-index

  2. MT
    Matthew T. Kaufman

    Stanford University, United States

    8 publications · 1.8K citations

    8

    h-index

  3. JC
    Jonathan C. Kao

    Stanford University, United States

    8 publications · 1.2K citations

    8

    h-index

  4. GT
    Gašper Tkačik

    Institute of Science and Technology Austria, Austria

    8 publications · 566 citations

    8

    h-index

  5. MJ
    Michael J. Berry

    Princeton University, United States

    7 publications · 2.3K citations

    7

    h-index

1–5 of 1.3K

Institutions

579

  1. Centre National de la Recherche Scientifique

    Paris, France

    22 h-index

    57 publications

    3.3K citations

  2. University College London

    London, United Kingdom

    19 h-index

    53 publications

    6.9K citations

  3. Columbia University

    New York, United States

    19 h-index

    30 publications

    3.3K citations

  4. Howard Hughes Medical Institute

    Chevy Chase, United States

    19 h-index

    43 publications

    5K citations

  5. Stanford University

    Stanford, United States

    18 h-index

    77 publications

    15.3K citations

  6. University of Chicago

    Chicago, United States

    16 h-index

    29 publications

    10.4K citations

  7. Inserm

    Paris, France

    16 h-index

    47 publications

    3.1K citations

  8. New York University

    New York, United States

    16 h-index

    31 publications

    2.4K citations

1–8 of 579

Venues

  1. PLoS Computational Biology

    29 publications · 2.1K citations

    22

    h-index

  2. Neural Computation

    29 publications · 1.6K citations

    20

    h-index

  3. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 20 publications · 554 citations

    15

    h-index

  4. Physical Review Letters

    PRL · 14 publications · 1.7K citations

    14

    h-index

  5. Network Computation in Neural Systems

    15 publications · 442 citations

    14

    h-index

1–5