Concepedia

High-dimensional Statistics

High-Dimensional Statistics is a branch of statistical science that focuses on the development and analysis of methods for inference and prediction when the number of variables or parameters approaches or exceeds the number of observations, thereby distinguishing it from classical statistics by addressing the challenges posed by large-dimensional data spaces.

1.6K

Publications

129.7K

Citations

3.1K

Authors

1.1K

Institutions

Publications per year

2017–2026

602

Parents

Publications

1.6K

Sure Independence Screening for Ultrahigh Dimensional Feature Space

Jianqing Fan, Jinchi Lv · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2008 · 2.8K citations · Full text

, , +14

Regularized Discriminant Analysis

Jerome H. Friedman · Journal of the American Statistical Association · 1989 · 2.3K citations · Full text

, , +15

Particle Markov Chain Monte Carlo Methods

Christophe Andrieu, Arnaud Doucet, Roman Holenstein · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2010 · 2.1K citations · Full text

, , +16

The Group Lasso for Logistic Regression

Lukas Meier, Sara van de Geer, Peter Bühlmann · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2008 · 1.7K citations

, , +14

Integrating structured biological data by Kernel Maximum Mean Discrepancy

Karsten Borgwardt, Arthur Gretton, Malte J. Rasch et al. · Bioinformatics · 2006 · 1.7K citations · Full text

, , +11

1–5 of 1.6K

Authors

3.1K

  1. PB
    Peter Bühlmann

    ETH Zurich, Switzerland

    21 publications · 3.9K citations

    19

    h-index

  2. JF
    Jianqing Fan

    Princeton University, United States

    21 publications · 7.6K citations

    18

    h-index

  3. VC
    Victor Chernozhukov

    Massachusetts Institute of Technology, United States

    17 publications · 1.8K citations

    15

    h-index

  4. LW
    Larry Wasserman

    Carnegie Mellon University, United States

    14 publications · 2.2K citations

    13

    h-index

  5. HL
    Han Liu

    Princeton University, United States

    13 publications · 1.4K citations

    12

    h-index

1–5 of 3.1K

Institutions

1.1K

  1. Stanford University

    Stanford, United States

    33 h-index

    104 publications

    14.5K citations

  2. Princeton University

    Princeton, United States

    31 h-index

    95 publications

    15.7K citations

  3. University of Pennsylvania

    Philadelphia, United States

    28 h-index

    61 publications

    6K citations

  4. University of California, Berkeley

    Berkeley, United States

    27 h-index

    63 publications

    5.6K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    26 h-index

    81 publications

    12.2K citations

  6. University of Minnesota

    Minneapolis, United States

    25 h-index

    56 publications

    5.4K citations

  7. Pennsylvania State University

    State College, United States

    24 h-index

    41 publications

    4.2K citations

  8. Massachusetts Institute of Technology

    Cambridge, United States

    23 h-index

    67 publications

    4.2K citations

1–8 of 1.1K

Venues

  1. The Annals of Statistics

    110 publications · 13.2K citations

    53

    h-index

  2. Journal of the American Statistical Association

    80 publications · 10.1K citations

    41

    h-index

  3. arXiv (Cornell University)

    Repository · 165 publications · 7.3K citations

    36

    h-index

  4. Biometrika

    41 publications · 2.8K citations

    26

    h-index

  5. Journal of Multivariate Analysis

    46 publications · 2.2K citations

    25

    h-index

1–5