Concepedia

Bayesian Principal Component Analysis

Bayesian Principal Component Analysis is a probabilistic dimensionality reduction method that extends classical principal component analysis by incorporating a Bayesian framework to estimate principal components through posterior inference over model parameters, thereby enabling uncertainty quantification and automatic rank determination.

84

Publications

5.1K

Citations

298

Authors

167

Institutions

Publications per year

2017–2026

23

Variants

Bpca

Parents

Publications

84

A Bayesian missing value estimation method for gene expression profile data

Shigeyuki Oba, Masa-aki Sato, Ichiro Takemasa et al. · Bioinformatics · 2003 · 772 citations · Full text

, , +16

Bayesian Robust Principal Component Analysis

Xinghao Ding, Lihan He, Lawrence Carin · IEEE Transactions on Image Processing · 2011 · 289 citations

, , +16

Return Decomposition

Long Chen, Xinlei Zhao · Review of Financial Studies · 2009 · 284 citations

, , +17

Genetic diversity and subdivision of 57 European and Middle‐Eastern sheep breeds

Michael W. Bruford, Trinidad Pérez, S. Dalamitra et al. · Animal Genetics · 2007 · 242 citations

, , +15

The structure of cognition in 9 and 10 year-old children and associations with problem behaviors: Findings from the ABCD study’s baseline neurocognitive battery

Wesley K. Thompson, Deanna M. Barch, James M. Bjork et al. · Developmental Cognitive Neuroscience · 2018 · 233 citations · Full text

, , +17

1–5 of 84

Authors

298

  1. BH
    Biao Huang

    University of Alberta, Canada

    4 publications · 283 citations

    4

    h-index

  2. MZ
    Miaomiao Zhang

    University of Utah, United States

    2 publications · 53 citations

    2

    h-index

  3. XJ
    Xiaomo Jiang

    Vanderbilt University, United States

    2 publications · 65 citations

    2

    h-index

  4. GL
    Guozheng Li

    Tongji University, China

    2 publications · 36 citations

    2

    h-index

  5. PT
    P. Thomas Fletcher

    University of Utah, United States

    2 publications · 53 citations

    2

    h-index

1–5 of 298

Institutions

167

  1. University of Alberta

    Edmonton, Canada

    4 h-index

    7 publications

    439 citations

  2. Nanyang Technological University

    Singapore, Singapore

    3 h-index

    5 publications

    511 citations

  3. Tongji University

    Shanghai, China

    3 h-index

    9 publications

    220 citations

  4. University of Minnesota

    Minneapolis, United States

    3 h-index

    4 publications

    276 citations

  5. Universidad de La Laguna

    San Cristóbal de La Laguna, Spain

    2 h-index

    2 publications

    32 citations

  6. Duke University

    Durham, United States

    2 h-index

    5 publications

    891 citations

  7. University College London

    London, United Kingdom

    2 h-index

    4 publications

    130 citations

  8. East China University of Science and Technology

    Shanghai, China

    2 h-index

    2 publications

    115 citations

1–8 of 167

Venues

  1. Computational Statistics & Data Analysis

    CSDA · 2 publications · 58 citations

    2

    h-index

  2. BMC Bioinformatics

    2 publications · 224 citations

    2

    h-index

  3. The Astrophysical Journal

    ApJ · 2 publications · 81 citations

    2

    h-index

  4. Journal of Process Control

    1 publications · 41 citations

    1

    h-index

  5. 1

    h-index

1–5