Concepedia

Sparse Count Data Modeling

Sparse Count Data Modeling is a statistical framework for analyzing high-dimensional count data characterized by an excess of zero values, where the modeling approach specifically accounts for sparsity to enable accurate inference in single-cell genomic measurements.

28

Publications

3.1K

Citations

77

Authors

54

Institutions

Publications per year

2017–2026

16

Parents

Publications

28

Single-cell RNA-seq denoising using a deep count autoencoder

Gökçen Eraslan, Lukas M. Simon, Maria Mircea et al. · Nature Communications · 2019 · 1.2K citations · Full text

, , +15

On Smoothing and Inference for Topic Models

Arthur Asuncion, Max Welling, Padhraic Smyth et al. · arXiv (Cornell University) · 2012 · 452 citations · Full text

, , +13

On Tensors, Sparsity, and Nonnegative Factorizations

Tamara G. Kolda · SIAM Journal on Matrix Analysis and Applications · 2012 · 282 citations · Full text

, , +13

Geostatistical modelling of spatial distribution of Balaenoptera physalus in the Northwestern Mediterranean Sea from sparse count data and heterogeneous observation efforts

Pascal Monestiez, Laurent Dubroca, Emilie Bonnin et al. · Ecological Modelling · 2005 · 155 citations

, , +11

Simultaneous Estimation of Multinomial Cell Probabilities

Stephen E. Fienberg, Paul W. Holland · Journal of the American Statistical Association · 1973 · 146 citations · Full text

, , +8

1–5 of 28

Authors

77

  1. HL
    Hongzhe Li

    University of Pennsylvania, United States

    2 publications · 33 citations

    2

    h-index

  2. MM
    Maria Mircea

    Leiden University, Netherlands

    2 publications · 1.2K citations

    2

    h-index

  3. PW
    Paul W. Holland

    Educational Testing Service, United States

    2 publications · 170 citations

    2

    h-index

  4. NS
    Nikola S. Mueller

    Helmholtz Zentrum München, Germany

    2 publications · 1.2K citations

    2

    h-index

  5. LM
    Lukas M. Simon

    Baylor College of Medicine, United States

    2 publications · 1.2K citations

    2

    h-index

1–5 of 77

Institutions

54

  1. University of Minnesota

    Minneapolis, United States

    3 h-index

    3 publications

    188 citations

  2. University of Florida

    Gainesville, United States

    2 h-index

    3 publications

    301 citations

  3. Helmholtz Zentrum München

    Munich, Germany

    2 h-index

    9 publications

    6.1K citations

  4. Technical University of Munich

    Munich, Germany

    2 h-index

    4 publications

    2.5K citations

  5. Harvard University

    Cambridge, United States

    2 h-index

    2 publications

    162 citations

  6. Harvard University Press

    Cambridge, United States

    1 h-index

    1 publications

    146 citations

  7. Aarhus University

    Aarhus, Denmark

    1 h-index

    1 publications

    12 citations

  8. University of Louisville

    Louisville, United States

    1 h-index

    2 publications

    30 citations

1–8 of 54

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 492 citations

    3

    h-index

  2. 3

    h-index

  3. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 2 publications · 115 citations

    2

    h-index

  4. Bioinformatics

    1 publications · 79 citations

    1

    h-index

  5. 1

    h-index

1–5