Concepedia

Shrinkage Estimation

Shrinkage Estimation is a statistical estimation method that belongs to the class of biased estimation techniques and is distinguished by its deliberate reduction of estimation variance through the imposition of constraints or penalties that pull estimates toward a pre-specified value or structure, often resulting in improved overall accuracy relative to unbiased estimators in finite samples.

532

Publications

198.5K

Citations

882

Authors

467

Institutions

Publications per year

2017–2026

90

Parents

Publications

532

Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2

Michael I. Love, Wolfgang Huber, Simon Anders · Genome biology · 2014 · 100.5K citations · Full text

, , +15

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

, , +17

Approximate Inference in Generalized Linear Mixed Models

N. E. Breslow, David Clayton · Journal of the American Statistical Association · 1993 · 4.2K citations

, , +16

Regression Shrinkage and Selection via The Lasso: A Retrospective

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2011 · 3.7K citations

, , +15

Approximate Inference in Generalized Linear Mixed Models

N. E. Breslow, David Clayton · Journal of the American Statistical Association · 1993 · 1.8K citations

, , +16

1–5 of 532

Authors

882

  1. MW
    Michael Wolf

    University of Zurich, Switzerland

    15 publications · 2K citations

    15

    h-index

  2. SE
    S. Ejaz Ahmed

    Brock University, Canada

    17 publications · 484 citations

    14

    h-index

  3. OL
    Olivier Ledoit

    University of Zurich, Switzerland

    14 publications · 2.1K citations

    14

    h-index

  4. AK
    A. K. Md. Ehsanes Saleh

    Carleton University, Canada

    12 publications · 385 citations

    11

    h-index

  5. EI
    Edward I. George

    University of Pennsylvania, United States

    9 publications · 432 citations

    9

    h-index

1–5 of 882

Institutions

467

  1. University of Zurich

    Zurich, Switzerland

    16 h-index

    33 publications

    4.5K citations

  2. University of Windsor

    Windsor, Canada

    12 h-index

    21 publications

    571 citations

  3. Carleton University

    Ottawa, Canada

    11 h-index

    14 publications

    302 citations

  4. University of Toronto

    Toronto, Canada

    10 h-index

    13 publications

    52.2K citations

  5. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    10 h-index

    16 publications

    760 citations

  6. Florida International University

    Miami, United States

    9 h-index

    13 publications

    691 citations

  7. Purdue University West Lafayette

    West Lafayette, United States

    9 h-index

    15 publications

    1K citations

  8. The University of Tokyo

    Tokyo, Japan

    9 h-index

    12 publications

    285 citations

1–8 of 467

Venues

  1. Journal of the American Statistical Association

    25 publications · 7.7K citations

    19

    h-index

  2. Journal of Multivariate Analysis

    26 publications · 1K citations

    19

    h-index

  3. The Annals of Statistics

    17 publications · 1.8K citations

    16

    h-index

  4. Communication in Statistics- Theory and Methods

    26 publications · 929 citations

    15

    h-index

  5. Computational Statistics & Data Analysis

    CSDA · 14 publications · 497 citations

    13

    h-index

1–5