Concepedia

Covariance Decomposition

Covariance Decomposition is a mathematical framework within spatial covariance modeling that decomposes the overall covariance structure of spatially referenced data into additive or multiplicative components representing distinct sources of spatial dependence, such as local and global effects, anisotropy, or scale-specific variability.

73

Publications

4.3K

Citations

215

Authors

120

Institutions

Publications per year

2017–2026

17

Parents

Publications

73

Adaptive subspace detectors

S. Kraut, Louis L. Scharf, L.T. McWhorter · IEEE Transactions on Signal Processing · 2001 · 719 citations · Full text

, , +13

CAESAR: An Approach Based on Covariance Matrix Decomposition to Improve Multibaseline–Multitemporal Interferometric SAR Processing

G. Fornaro, Simona Verde, Diego Reale et al. · IEEE Transactions on Geoscience and Remote Sensing · 2014 · 314 citations

, , +13

Global Sensitivity Analysis for Systems with Independent and/or Correlated Inputs

Genyuan Li, Herschel Rabitz, Paul E. Yelvington et al. · The Journal of Physical Chemistry A · 2010 · 239 citations

, , +14

Monte Carlo Treatment of Random Fields: A Broad Perspective

Pol D. Spanos, B. A. Zeldin · Applied Mechanics Reviews · 1998 · 217 citations

, , +15

Finding imaging patterns of structural covariance via Non-Negative Matrix Factorization

Aristeidis Sotiras, Susan M. Resnick, Christos Davatzikos · NeuroImage · 2014 · 180 citations · Full text

, , +11

1–5 of 73

Authors

215

  1. KV
    Kanti V. Mardia

    University of Leeds, United Kingdom

    2 publications · 83 citations

    2

    h-index

  2. HR
    Herschel Rabitz

    Princeton University, United States

    2 publications · 252 citations

    2

    h-index

  3. SJ
    Stephen Jay Gould

    Harvard University, United States

    2 publications · 108 citations

    2

    h-index

  4. SB
    Simon B. Eickhoff

    Heinrich Heine University Düsseldorf, Germany

    2 publications · 103 citations

    2

    h-index

  5. YC
    Yves Caniou

    Laboratoire de l'Informatique du Parallélisme, France

    1 publications · 13 citations

    1

    h-index

1–5 of 215

Institutions

120

  1. University of Leeds

    Leeds, United Kingdom

    3 h-index

    4 publications

    145 citations

  2. Princeton University

    Princeton, United States

    3 h-index

    8 publications

    1.5K citations

  3. University of Michigan

    Ann Arbor, United States

    2 h-index

    3 publications

    302 citations

  4. Northern Illinois University

    DeKalb, United States

    2 h-index

    7 publications

    296 citations

  5. Heinrich Heine University Düsseldorf

    Düsseldorf, Germany

    2 h-index

    6 publications

    279 citations

  6. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    2 h-index

    2 publications

    107 citations

  7. Montreal Neurological Institute and Hospital

    Montreal, Canada

    2 h-index

    2 publications

    74 citations

  8. Johns Hopkins University

    Baltimore, United States

    2 h-index

    2 publications

    50 citations

1–8 of 120

Venues

  1. NeuroImage

    4 publications · 340 citations

    4

    h-index

  2. Journal of Multivariate Analysis

    3 publications · 117 citations

    3

    h-index

  3. Mathematical Geology

    2 publications · 83 citations

    2

    h-index

  4. IEEE Transactions on Signal Processing

    2 publications · 738 citations

    2

    h-index

  5. 2

    h-index

1–5