Concepedia

Bayesian Canonical Correlation Analysis

Bayesian Canonical Correlation Analysis is a statistical modeling framework within the class of Bayesian latent variable models that extends classical canonical correlation analysis by incorporating Bayesian inference to estimate latent shared structures between multivariate datasets while quantifying uncertainty through posterior distributions.

16

Publications

805

Citations

53

Authors

24

Institutions

Publications per year

2017–2026

3

Parents

Publications

16

Bayesian Canonical correlation analysis

Arto Klami, Seppo Virtanen, Samuel Kaski · Journal of Machine Learning Research · 2013 · 162 citations

, , +16

A Mixture of Variational Canonical Correlation Analysis for Nonlinear and Quality-Relevant Process Monitoring

Yiqi Liu, Bin Liu, Xiujie Zhao et al. · IEEE Transactions on Industrial Electronics · 2017 · 142 citations

, , +13

A Tutorial on Canonical Correlation Methods

ACM Computing Surveys · 2017 · 96 citations · Full text

, , +17

Modular Encoding and Decoding Models Derived from Bayesian Canonical Correlation Analysis

Yusuke Fujiwara, Yoichi Miyawaki, Yukiyasu Kamitani · Neural Computation · 2013 · 71 citations

, , +16

Sparse Bayesian multiway canonical correlation analysis for EEG pattern recognition

Yu Zhang, Guoxu Zhou, Jing Jin et al. · Neurocomputing · 2016 · 61 citations

, , +16

1–5 of 16

Authors

53

  1. AK
    Arto Klami

    University of Helsinki, Finland

    6 publications · 347 citations

    6

    h-index

  2. SK
    Samuel Kaski

    Aalto University, Finland

    5 publications · 331 citations

    5

    h-index

  3. SV
    Seppo Virtanen

    Aalto University, Finland

    3 publications · 238 citations

    3

    h-index

  4. RH
    Riitta Hari

    Aalto University, Finland

    2 publications · 47 citations

    2

    h-index

  5. EG
    Enrico Glerean

    Aalto University, Finland

    1 publications · 11 citations

    1

    h-index

1–5 of 53

Institutions

24

  1. Aalto University

    Espoo, Finland

    5 h-index

    24 publications

    1K citations

  2. Helsinki Institute for Information Technology

    Espoo, Finland

    4 h-index

    12 publications

    681 citations

  3. University of Helsinki

    Helsinki, Finland

    2 h-index

    2 publications

    94 citations

  4. University of Manitoba

    Winnipeg, Canada

    1 h-index

    4 publications

    44 citations

  5. Duke University

    Durham, United States

    1 h-index

    3 publications

    168 citations

  6. Statistical and Applied Mathematical Sciences Institute

    Durham, United States

    1 h-index

    2 publications

    112 citations

  7. National Institute of Information and Communications Technology

    Tokyo, Japan

    1 h-index

    1 publications

    71 citations

  8. Southwest University of Science and Technology

    Mianyang, China

    1 h-index

    5 publications

    305 citations

1–8 of 24

Venues

  1. PLoS ONE

    1 publications · 11 citations

    1

    h-index

  2. Botany

    1 publications · 11 citations

    1

    h-index

  3. Neural Computation

    1 publications · 71 citations

    1

    h-index

  4. Human Brain Mapping

    1 publications · 36 citations

    1

    h-index

  5. International Conference on Machine Learning

    Conference · 1 publications · 58 citations

    1

    h-index

1–5