Concepedia

Sparse Network Estimation

Sparse Network Estimation is a statistical inference method that belongs to the class of network estimation techniques, distinguished by its explicit assumption that the underlying ecological interaction network contains relatively few non-zero connections, thereby promoting parsimonious models through regularization or sparsity-inducing constraints.

139

Publications

7K

Citations

383

Authors

203

Institutions

Publications per year

2017–2026

57

Parents

Publications

139

Sampling networks of ecological interactions

Pedro Jordano · Functional Ecology · 2016 · 360 citations · Full text

, , +16

Estimating psychopathological networks: Be careful what you wish for

Sacha Epskamp, Joost Kruis, Maarten Marsman · PLoS ONE · 2017 · 327 citations · Full text

, , +13

Sparse network modeling and metscape-based visualization methods for the analysis of large-scale metabolomics data

Sumanta Basu, William L. Duren, Charles R. Evans et al. · Bioinformatics · 2017 · 297 citations · Full text

, , +15

Sparse Brain Network Recovery Under Compressed Sensing

Hye-Kyoung Lee, Dong-Soo Lee, Hyejin Kang et al. · IEEE Transactions on Medical Imaging · 2011 · 200 citations

, , +16

Gradient directed regularization for sparse Gaussian concentration graphs, with applications to inference of genetic networks

Hongzhe Li, Jiang Gui · Biostatistics · 2005 · 183 citations · Full text

, , +14

1–5 of 139

Authors

383

  1. ZS
    Zhesi Shen

    Beijing Normal University, China

    5 publications · 315 citations

    5

    h-index

  2. JC
    Jennifer Chayes

    Microsoft (United States), United States

    4 publications · 106 citations

    4

    h-index

  3. AG
    Antonio G. Marqués

    Universidad Rey Juan Carlos, Spain

    4 publications · 71 citations

    4

    h-index

  4. CB
    Christian Borgs

    Microsoft (United States), United States

    4 publications · 106 citations

    4

    h-index

  5. MB
    Matteo Barigozzi

    London School of Economics and Political Science, United Kingdom

    4 publications · 261 citations

    4

    h-index

1–5 of 383

Institutions

203

  1. Arizona State University

    Tempe, United States

    9 h-index

    16 publications

    1K citations

  2. University of Michigan

    Ann Arbor, United States

    7 h-index

    14 publications

    1.9K citations

  3. University of California, Berkeley

    Berkeley, United States

    5 h-index

    12 publications

    793 citations

  4. Beijing Normal University

    Beijing, China

    4 h-index

    12 publications

    960 citations

  5. Microsoft (United States)

    Redmond, United States

    4 h-index

    7 publications

    176 citations

  6. Universidad Rey Juan Carlos

    Madrid, Spain

    4 h-index

    11 publications

    173 citations

  7. Northwestern Polytechnical University

    Xi'an, China

    4 h-index

    9 publications

    161 citations

  8. London School of Economics and Political Science

    London, United Kingdom

    4 h-index

    5 publications

    389 citations

1–8 of 203

Venues

  1. arXiv (Cornell University)

    Repository · 17 publications · 507 citations

    15

    h-index

  2. IEEE Transactions on Signal Processing

    6 publications · 503 citations

    6

    h-index

  3. Scientific Reports

    4 publications · 171 citations

    4

    h-index

  4. Physical review. E

    PRE · 3 publications · 126 citations

    3

    h-index

  5. Journal of Computational Biology

    3 publications · 62 citations

    3

    h-index

1–5