Concepedia

Neural Sampling

Neural Sampling is a computational framework within population coding that models perceptual inference and decision-making by representing probability distributions over stimuli through the stochastic activity patterns of neural populations, where each neuron's spiking activity corresponds to a sample from the underlying posterior distribution.

64

Publications

3.4K

Citations

187

Authors

78

Institutions

Publications per year

2017–2026

27

Parents

Publications

64

Neural Variability and Sampling-Based Probabilistic Representations in the Visual Cortex

Gergő Orbán, Pietro Berkes, József Fiser et al. · Neuron · 2016 · 307 citations · Full text

, , +16

Entropy and information in neural spike trains: Progress on the sampling problem

Ilya Nemenman, William Bialek, Rob de Ruyter van Steveninck · Physical Review E · 2004 · 273 citations · Full text

, , +16

Perceptual Decision-Making as Probabilistic Inference by Neural Sampling

Ralf M. Haefner, Pietro Berkes, József Fiser · Neuron · 2016 · 238 citations · Full text

, , +12

Event-driven contrastive divergence for spiking neuromorphic systems

Emre Neftci, Srinjoy Das, Bruno U. Pedroni et al. · Frontiers in Neuroscience · 2014 · 218 citations · Full text

, , +16

Alias-free sampling of neuronal spike trains

Andrew S. French, Arun V. Holden · Kybernetik · 1971 · 178 citations

, , +14

1–5 of 64

Authors

187

  1. EN
    Emre Neftci

    University of California, Irvine, United States

    4 publications · 315 citations

    4

    h-index

  2. TT
    Tianqi Tang

    Harbin Institute of Technology, China

    3 publications · 108 citations

    3

    h-index

  3. HY
    Huazhong Yang

    Tsinghua University, China

    3 publications · 108 citations

    3

    h-index

  4. SD
    Suman Datta

    Pennsylvania State University, United States

    3 publications · 113 citations

    3

    h-index

  5. LX
    Lixue Xia

    Tsinghua University, China

    3 publications · 108 citations

    3

    h-index

1–5 of 187

Institutions

78

  1. University of California San Diego

    San Diego, United States

    5 h-index

    15 publications

    1.4K citations

  2. University of Cambridge

    Cambridge, United Kingdom

    5 h-index

    21 publications

    1.5K citations

  3. Graz University of Technology

    Graz, Austria

    4 h-index

    12 publications

    573 citations

  4. University of Pittsburgh

    Pittsburgh, United States

    4 h-index

    5 publications

    142 citations

  5. Tsinghua University

    Beijing, China

    4 h-index

    22 publications

    700 citations

  6. University of Notre Dame

    Notre Dame, United States

    3 h-index

    10 publications

    405 citations

  7. University of Rochester

    Rochester, United States

    3 h-index

    3 publications

    714 citations

  8. The University of Tokyo

    Tokyo, Japan

    2 h-index

    4 publications

    104 citations

1–8 of 78

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 68 citations

    4

    h-index

  2. Journal of Neuroscience Methods

    3 publications · 65 citations

    3

    h-index

  3. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 3 publications · 33 citations

    3

    h-index

  4. Proceedings of the National Academy of Sciences

    PNAS · 3 publications · 289 citations

    3

    h-index

  5. Neuron

    3 publications · 644 citations

    3

    h-index

1–5