Concepedia

Covariance Regularization

Covariance Regularization is a statistical method that belongs to the class of covariance estimation techniques, distinguished by its incorporation of constraints or penalties to ensure stable and well-conditioned estimates of spatial covariance structures in high-dimensional or undersampled settings.

75

Publications

5.2K

Citations

217

Authors

145

Institutions

Publications per year

2017–2026

23

Parents

Publications

75

Covariance regularization by thresholding

Peter J. Bickel, Elizaveta Levina · 2007 · 1.2K citations

, , +14

Covariance regularization by thresholding

The Annals of Statistics · 2008 · 889 citations · Full text

, , +14

VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning

Adrien Bardes, Jean Ponce, Yann LeCun · arXiv (Cornell University) · 2021 · 285 citations · Full text

, , +16

Automated model selection in covariance estimation and spatial whitening of MEG and EEG signals

Denis A. Engemann, Alexandre Gramfort · NeuroImage · 2014 · 232 citations

, , +17

MEG beamforming using Bayesian PCA for adaptive data covariance matrix regularization

Mark W. Woolrich, Laurence T. Hunt, Adrian R. Groves et al. · NeuroImage · 2011 · 175 citations

, , +10

1–5 of 75

Authors

217

  1. JP
    Jianxin Pan

    University of Manchester, United Kingdom

    2 publications · 62 citations

    2

    h-index

  2. JP
    Jean Ponce

    Institut national de recherche en sciences et technologies du numérique, France

    2 publications · 373 citations

    2

    h-index

  3. AB
    Adrien Bardes

    Courant Institute of Mathematical Sciences, United States

    2 publications · 373 citations

    2

    h-index

  4. MZ
    Min-Ling Zhang

    Southeast University, China

    2 publications · 27 citations

    2

    h-index

  5. PB
    Paolo Banelli

    University of Perugia, Italy

    2 publications · 30 citations

    2

    h-index

1–5 of 217

Institutions

145

  1. University of California, Berkeley

    Berkeley, United States

    3 h-index

    4 publications

    2.4K citations

  2. Commissariat à l'Énergie Atomique et aux Énergies Alternatives

    Paris, France

    3 h-index

    10 publications

    624 citations

  3. University of Michigan

    Ann Arbor, United States

    3 h-index

    6 publications

    2.8K citations

  4. University of Wisconsin–Madison

    Madison, United States

    2 h-index

    2 publications

    33 citations

  5. Meta (United States)

    Menlo Park, United States

    2 h-index

    2 publications

    373 citations

  6. Stanford University

    Stanford, United States

    2 h-index

    3 publications

    280 citations

  7. University of Maryland, College Park

    College Park, United States

    2 h-index

    3 publications

    115 citations

  8. University of Manchester

    Manchester, United Kingdom

    2 h-index

    4 publications

    124 citations

1–8 of 145

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 511 citations

    4

    h-index

  2. NeuroImage

    4 publications · 489 citations

    4

    h-index

  3. Signal Processing

    2 publications · 41 citations

    2

    h-index

  4. IEEE Communications Letters

    2 publications · 30 citations

    2

    h-index

  5. Journal of Neural Engineering

    2 publications · 55 citations

    2

    h-index

1–5