Concepedia

Bayesian Data Integration

Bayesian Data Integration is a statistical framework that uses Bayesian inference to jointly model and infer biological states or parameters from multiple, heterogeneous omics data sources by explicitly quantifying uncertainty and dependencies among data types through probabilistic graphical models.

113

Publications

10.8K

Citations

463

Authors

199

Institutions

Publications per year

2017–2026

34

Parents

Publications

113

MitoCarta3.0: an updated mitochondrial proteome now with sub-organelle localization and pathway annotations

Sneha Rath, Rohit Sharma, Rahul Gupta et al. · Nucleic Acids Research · 2020 · 2K citations · Full text

, , +16

MitoCarta2.0: an updated inventory of mammalian mitochondrial proteins

Sarah E. Calvo, Karl R. Clauser, Vamsi K. Mootha · Nucleic Acids Research · 2015 · 1.3K citations · Full text

, , +16

Bayesian Analysis of Constrained Parameter and Truncated Data Problems Using Gibbs Sampling

Alan E. Gelfand, A. F. M. Smith, Tai-Ming Lee · Journal of the American Statistical Association · 1992 · 447 citations

, , +16

Predicting the prognosis of breast cancer by integrating clinical and microarray data with Bayesian networks

Olivier Gevaert, Frank De Smet, D. Timmerman et al. · Bioinformatics · 2006 · 360 citations · Full text

, , +13

A Bayesian approach to discovering truth from conflicting sources for data integration

Bo Zhao, Benjamin I. P. Rubinstein, Jim Gemmell et al. · Proceedings of the VLDB Endowment · 2012 · 353 citations

, , +16

1–5 of 113

Authors

463

  1. OG
    Olga G. Troyanskaya

    Princeton University, United States

    4 publications · 446 citations

    4

    h-index

  2. BK
    Bani K. Mallick

    Texas A&M University, United States

    4 publications · 225 citations

    4

    h-index

  3. AF
    A. F. M. Smith

    Imperial College London, United Kingdom

    3 publications · 664 citations

    3

    h-index

  4. KM
    Kerrie Mengersen

    Queensland University of Technology, Australia

    3 publications · 96 citations

    3

    h-index

  5. AK
    Arnab K. Maity

    Pfizer (United States), United States

    2 publications · 34 citations

    2

    h-index

1–5 of 463

Institutions

199

  1. Texas A&M University

    College Station, United States

    5 h-index

    10 publications

    642 citations

  2. Princeton University

    Princeton, United States

    4 h-index

    16 publications

    2.1K citations

  3. Duke University

    Durham, United States

    4 h-index

    9 publications

    784 citations

  4. University of Cambridge

    Cambridge, United Kingdom

    3 h-index

    14 publications

    2.4K citations

  5. Imperial College London

    London, United Kingdom

    3 h-index

    3 publications

    629 citations

  6. Johns Hopkins University

    Baltimore, United States

    3 h-index

    4 publications

    190 citations

  7. University of British Columbia

    Vancouver, Canada

    3 h-index

    6 publications

    444 citations

  8. Pacific Northwest National Laboratory

    Richland, United States

    3 h-index

    15 publications

    206 citations

1–8 of 199

Venues

  1. Bioinformatics

    11 publications · 955 citations

    11

    h-index

  2. Nucleic Acids Research

    5 publications · 3.5K citations

    5

    h-index

  3. PLoS Computational Biology

    5 publications · 262 citations

    4

    h-index

  4. IEEE Transactions on Image Processing

    4 publications · 219 citations

    4

    h-index

  5. 3

    h-index

1–5