Concepedia

Multivariate Disease Mapping

Multivariate Disease Mapping is a statistical modeling framework within Bayesian disease mapping that jointly analyzes multiple related diseases or health outcomes across spatial units to improve estimation accuracy and uncover shared spatial patterns, distinguishing itself from univariate approaches by accounting for inter-disease correlations and borrowing strength across outcomes.

19

Publications

733

Citations

39

Authors

29

Institutions

Publications per year

2017–2026

6

Variants

Multivariate Spatial Disease Mapping

Parents

Publications

19

Order-Free Co-Regionalized Areal Data Models with Application to Multiple-Disease Mapping

Xiaoping Jin, Sudipto Banerjee, Bradley P. Carlin · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2007 · 110 citations · Full text

, , +17

On Gaussian Markov random fields and Bayesian disease mapping

Ying C. MacNab · Statistical Methods in Medical Research · 2010 · 92 citations

, , +17

A general modelling framework for multivariate disease mapping

Miguel A. Martínez‐Beneito · Biometrika · 2013 · 78 citations

, , +16

Bayesian latent variable modelling of multivariate spatio-temporal variation in cancer mortality

Evangelia Tzala, Nicky Best · Statistical Methods in Medical Research · 2007 · 77 citations

, , +17

A unifying modeling framework for highly multivariate disease mapping

Paloma Botella-Rocamora, Miguel A. Martínez‐Beneito, Sudipto Banerjee · Statistics in Medicine · 2015 · 55 citations

, , +11

1–5 of 19

Authors

39

  1. MA
    Miguel A. Martínez‐Beneito

    Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública, Spain

    4 publications · 181 citations

    4

    h-index

  2. YC
    Ying C. MacNab

    University of British Columbia, Canada

    4 publications · 165 citations

    4

    h-index

  3. SB
    Sudipto Banerjee

    University of Minnesota, United States

    3 publications · 198 citations

    3

    h-index

  4. VS
    Volker Schmid

    University of Basel, Switzerland

    2 publications · 59 citations

    2

    h-index

  5. AK
    Amir Kavousi

    Shahid Beheshti University of Medical Sciences, Iran

    2 publications · 59 citations

    2

    h-index

1–5 of 39

Institutions

29

  1. University of British Columbia

    Vancouver, Canada

    4 h-index

    4 publications

    165 citations

  2. Fundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunitat Valenciana

    Valencia, Spain

    4 h-index

    4 publications

    181 citations

  3. Child and Family Research Institute

    Vancouver, Canada

    3 h-index

    3 publications

    149 citations

  4. Universidad Pública de Navarra (UPNA)

    Pamplona, Spain

    2 h-index

    7 publications

    125 citations

  5. Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública

    Madrid, Spain

    2 h-index

    3 publications

    57 citations

  6. University of California, Los Angeles

    Los Angeles, United States

    2 h-index

    2 publications

    88 citations

  7. Instituto de Salud Carlos III

    Madrid, Spain

    2 h-index

    2 publications

    82 citations

  8. University of Minnesota

    Minneapolis, United States

    1 h-index

    3 publications

    330 citations

1–8 of 29

Venues

  1. Statistics in Medicine

    4 publications · 137 citations

    4

    h-index

  2. Statistical Methods in Medical Research

    3 publications · 185 citations

    3

    h-index

  3. PubMed

    Repository · 2 publications · 59 citations

    2

    h-index

  4. PLoS ONE

    1 publications · 27 citations

    1

    h-index

  5. Biometrika

    1 publications · 78 citations

    1

    h-index

1–5