Concepedia

Gaussian Process Imputation

Gaussian Process Imputation is a probabilistic imputation method that models the underlying data distribution as a Gaussian process, leveraging covariance structures to infer missing values based on observed data.

11

Publications

742

Citations

33

Authors

19

Institutions

Publications per year

2017–2026

8

Variants

Gp Imputation

Parents

Publications

11

Fast and accurate imputation of summary statistics enhances evidence of functional enrichment

Bogdan Paşaniuc, Noah Zaitlen, Huwenbo Shi et al. · Bioinformatics · 2014 · 231 citations · Full text

, , +14

Wind power prediction with missing data using Gaussian process regression and multiple imputation

Tianhong Liu, Haikun Wei, Kanjian Zhang · Applied Soft Computing · 2018 · 123 citations

, , +15

3D-MICE: integration of cross-sectional and longitudinal imputation for multi-analyte longitudinal clinical data

Yuan Luo, Peter Szolovits, Anand S. Dighe et al. · Journal of the American Medical Informatics Association · 2017 · 107 citations · Full text

, , +14

Multi-Output Gaussian Processes for Crowdsourced Traffic Data Imputation

Filipe Rodrigues, Kristian Henrickson, Francisco C. Pereira · IEEE Transactions on Intelligent Transportation Systems · 2018 · 82 citations · Full text

, , +15

Towards a Faster Implementation of Density Estimation With Logistic Gaussian Process Priors

Surya T. Tokdar · Journal of Computational and Graphical Statistics · 2007 · 44 citations

, , +17

1–5 of 11

Authors

33

  1. HY
    Hui Yang

    Pennsylvania State University, United States

    2 publications · 38 citations

    2

    h-index

  2. FI
    Farhad Imani

    Pennsylvania State University, United States

    2 publications · 38 citations

    2

    h-index

  3. CC
    Changqing Cheng

    Binghamton University, United States

    2 publications · 38 citations

    2

    h-index

  4. RC
    Ruimin Chen

    Pennsylvania State University, United States

    2 publications · 38 citations

    2

    h-index

  5. AL
    Alkes L. Price

    Harvard University, United States

    1 publications · 231 citations

    1

    h-index

1–5 of 33

Institutions

19

  1. Harvard University

    Cambridge, United States

    3 h-index

    14 publications

    2.6K citations

  2. Pennsylvania State University

    State College, United States

    2 h-index

    5 publications

    101 citations

  3. Binghamton University

    Binghamton, United States

    2 h-index

    2 publications

    38 citations

  4. Marcus (United States)

    Houston, United States

    1 h-index

    1 publications

    13 citations

  5. University College London

    London, United Kingdom

    1 h-index

    2 publications

    50 citations

  6. Southeast University

    Nanjing, China

    1 h-index

    3 publications

    369 citations

  7. Technical University of Denmark

    Kongens Lyngby, Denmark

    1 h-index

    2 publications

    164 citations

  8. Massachusetts General Hospital

    Boston, United States

    1 h-index

    2 publications

    214 citations

1–8 of 19

Venues

  1. Journal of the American Medical Informatics Association

    JAMIA · 2 publications · 134 citations

    2

    h-index

  2. Bioinformatics

    1 publications · 231 citations

    1

    h-index

  3. Applied Soft Computing

    1 publications · 123 citations

    1

    h-index

  4. Technometrics

    1 publications · 25 citations

    1

    h-index

  5. Journal of Computational and Graphical Statistics

    JCGS · 1 publications · 44 citations

    1

    h-index

1–5