Concepedia

Sparse Correlation Modeling

Sparse Correlation Modeling is a statistical framework that belongs to the class of multivariate association methods, distinguished by its imposition of sparsity constraints to identify and estimate only the most significant pairwise correlations among high-dimensional omics variables while shrinking negligible associations to zero.

70

Publications

4.2K

Citations

517

Authors

193

Institutions

Publications per year

2017–2026

29

Parents

Publications

70

Partial Correlation Estimation by Joint Sparse Regression Models

Jie Peng, Pei Wang, Nengfeng Zhou et al. · Journal of the American Statistical Association · 2009 · 720 citations · Full text

, , +14

Sparse canonical correlation analysis

David R. Hardoon, John Shawe‐Taylor · Machine Learning · 2010 · 274 citations · Full text

, , +14

Estimation of functional connectivity in fMRI data using stability selection-based sparse partial correlation with elastic net penalty

Srikanth Ryali, Tianwen Chen, Kaustubh Supekar et al. · NeuroImage · 2011 · 230 citations

, , +17

Improved accuracy of lesion to symptom mapping with multivariate sparse canonical correlations

Dorian Pustina, Brian Avants, Olufunsho Faseyitan et al. · Neuropsychologia · 2017 · 203 citations

, , +5

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

1–5 of 70

Authors

517

  1. JY
    Jingwen Yan

    Indiana University – Purdue University Indianapolis, United States

    5 publications · 236 citations

    5

    h-index

  2. AJ
    Andrew J. Saykin

    Indiana University – Purdue University Indianapolis, United States

    5 publications · 236 citations

    5

    h-index

  3. LS
    Li Shen

    Indiana University – Purdue University Indianapolis, United States

    5 publications · 236 citations

    5

    h-index

  4. SL
    Shannon L. Risacher

    Indiana University – Purdue University Indianapolis, United States

    4 publications · 208 citations

    4

    h-index

  5. BA
    Brian Avants

    University of Pennsylvania, United States

    2 publications · 222 citations

    2

    h-index

1–5 of 517

Institutions

193

  1. University of Pennsylvania

    Philadelphia, United States

    8 h-index

    31 publications

    2.3K citations

  2. Indiana University – Purdue University Indianapolis

    Indianapolis, United States

    5 h-index

    36 publications

    1.4K citations

  3. University of California, Los Angeles

    Los Angeles, United States

    4 h-index

    15 publications

    630 citations

  4. Princeton University

    Princeton, United States

    4 h-index

    7 publications

    291 citations

  5. Nanjing University of Science and Technology

    Nanjing, China

    3 h-index

    4 publications

    179 citations

  6. University of Michigan

    Ann Arbor, United States

    3 h-index

    7 publications

    2.2K citations

  7. University of California San Diego

    San Diego, United States

    2 h-index

    14 publications

    166 citations

  8. KU Leuven

    Leuven, Belgium

    2 h-index

    3 publications

    85 citations

1–8 of 193

Venues

  1. Bioinformatics

    3 publications · 192 citations

    3

    h-index

  2. arXiv (Cornell University)

    Repository · 3 publications · 67 citations

    3

    h-index

  3. The Annals of Statistics

    3 publications · 56 citations

    3

    h-index

  4. Journal of Computational and Graphical Statistics

    JCGS · 2 publications · 64 citations

    2

    h-index

  5. Biometrics

    2 publications · 74 citations

    2

    h-index

1–5