Concepedia

Population Neural Models

Population Neural Models is a computational framework in neural system modeling that characterizes the collective dynamics of large groups of neurons through aggregated variables, distinguishing itself from single-neuron or circuit-level models by focusing on statistical population behaviors and emergent network properties.

248

Publications

24K

Citations

636

Authors

334

Institutions

Publications per year

2017–2026

80

Parents

Publications

248

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

Designing neural networks through neuroevolution

Kenneth O. Stanley, Jeff Clune, Joel Lehman et al. · Nature Machine Intelligence · 2018 · 689 citations

, , +11

Simple models for reading neuronal population codes.

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

, , +16

1–5 of 248

Authors

636

  1. KV
    Krishna V. Shenoy

    Stanford University, United States

    7 publications · 1K citations

    7

    h-index

  2. JC
    Jonathan C. Kao

    Stanford University, United States

    6 publications · 995 citations

    6

    h-index

  3. DT
    Daniel Tranchina

    Courant Institute of Mathematical Sciences, United States

    6 publications · 491 citations

    6

    h-index

  4. MJ
    Michael J. Berry

    Princeton University, United States

    5 publications · 2K citations

    5

    h-index

  5. HS
    Haim Sompolinsky

    Hebrew University of Jerusalem, Israel

    5 publications · 908 citations

    5

    h-index

1–5 of 636

Institutions

334

  1. Princeton University

    Princeton, United States

    11 h-index

    23 publications

    4.8K citations

  2. Howard Hughes Medical Institute

    Chevy Chase, United States

    10 h-index

    25 publications

    4.4K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    10 h-index

    20 publications

    1.5K citations

  4. New York University

    New York, United States

    9 h-index

    19 publications

    1.7K citations

  5. University College London

    London, United Kingdom

    8 h-index

    15 publications

    1.5K citations

  6. University of Chicago

    Chicago, United States

    8 h-index

    14 publications

    9.3K citations

  7. Harvard University

    Cambridge, United States

    8 h-index

    13 publications

    2K citations

  8. Sorbonne Université

    Paris, France

    8 h-index

    13 publications

    513 citations

1–8 of 334

Venues

  1. PLoS Computational Biology

    16 publications · 1K citations

    14

    h-index

  2. Neural Computation

    12 publications · 489 citations

    12

    h-index

  3. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 9 publications · 260 citations

    9

    h-index

  4. Biological Cybernetics

    8 publications · 577 citations

    8

    h-index

  5. Nature Neuroscience

    8 publications · 2.5K citations

    8

    h-index

1–5