Concepedia

Bootstrap For High-dimensional Data

Bootstrap for High-Dimensional Data is a statistical methodology within the class of bootstrap resampling techniques that specifically addresses the challenges of inference and uncertainty quantification in settings where the number of variables or parameters is comparable to or exceeds the sample size, by adapting resampling strategies to account for high-dimensional asymptotics and structural constraints.

52

Publications

3.3K

Citations

93

Authors

70

Institutions

Publications per year

2017–2026

25

Parents

Publications

52

Bootstrap and Wild Bootstrap for High Dimensional Linear Models

Enno Mammen · The Annals of Statistics · 1993 · 895 citations · Full text

, , +16

On Properties of Functional Principal Components Analysis

Peter Hall, Mohammad Hosseini‐Nasab · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 428 citations · Full text

, , +16

Allowing for mandatory covariates in boosting estimation of sparse high-dimensional survival models

Harald Binder, Martin Schumacher · BMC Bioinformatics · 2008 · 240 citations · Full text

, , +14

Change-point detection in panel data via double CUSUM statistic

Haeran Cho · Electronic Journal of Statistics · 2016 · 146 citations · Full text

, , +16

Fourier Methods for Estimating the Central Subspace and the Central Mean Subspace in Regression

Yu Zhu, Peng Zeng · Journal of the American Statistical Association · 2006 · 137 citations

, , +16

1–5 of 52

Authors

93

  1. KK
    Kengo Kato

    The University of Tokyo, Japan

    5 publications · 165 citations

    6

    h-index

  2. DC
    Denis Chetverikov

    University of California, Los Angeles, United States

    5 publications · 188 citations

    5

    h-index

  3. VC
    Victor Chernozhukov

    Massachusetts Institute of Technology, United States

    5 publications · 161 citations

    5

    h-index

  4. NE
    Noureddine El Karoui

    University of California, Berkeley, United States

    3 publications · 61 citations

    3

    h-index

  5. EP
    Elizabeth Purdom

    University of California, Berkeley, United States

    3 publications · 61 citations

    3

    h-index

1–5 of 93

Institutions

70

  1. University of Illinois Urbana-Champaign

    Urbana, United States

    6 h-index

    7 publications

    286 citations

  2. Cornell University

    Ithaca, United States

    5 h-index

    7 publications

    213 citations

  3. University of California, Davis

    Davis, United States

    3 h-index

    4 publications

    160 citations

  4. The University of Tokyo

    Tokyo, Japan

    3 h-index

    2 publications

    81 citations

  5. Australian National University

    Canberra, Australia

    2 h-index

    3 publications

    898 citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    4 publications

    318 citations

  7. University of California, Los Angeles

    Los Angeles, United States

    2 h-index

    5 publications

    304 citations

  8. American University

    Washington, United States

    2 h-index

    4 publications

    58 citations

1–8 of 70

Venues

  1. The Annals of Statistics

    10 publications · 1.3K citations

    10

    h-index

  2. arXiv (Cornell University)

    Repository · 8 publications · 143 citations

    8

    h-index

  3. 5

    h-index

  4. 3

    h-index

  5. Scientific Reports

    2 publications · 37 citations

    2

    h-index

1–5