Concepedia

Ensemble Spatial Prediction

Ensemble Spatial Prediction is a spatial prediction framework that integrates multiple individual predictive models or algorithms to generate a more accurate, robust, and uncertainty-aware spatial inference than any single constituent model.

56

Publications

5.1K

Citations

285

Authors

171

Institutions

Publications per year

2017–2026

46

Parents

Publications

56

Evaluation of consensus methods in predictive species distribution modelling

Mathieu Marmion, Miia Parviainen, Miska Luoto et al. · Diversity and Distributions · 2008 · 1.4K citations · Full text

, , +14

Mapping the global depth to bedrock for land surface modeling

Wei Shangguan, Tomislav Hengl, Jorge Mendes de Jesus et al. · Journal of Advances in Modeling Earth Systems · 2016 · 414 citations · Full text

, , +14

An Ensemble Machine-Learning Model To Predict Historical PM<sub>2.5</sub>Concentrations in China from Satellite Data

Qingyang Xiao, Howard H. Chang, Guannan Geng et al. · Environmental Science & Technology · 2018 · 372 citations

, , +17

Assessing NO<sub>2</sub> Concentration and Model Uncertainty with High Spatiotemporal Resolution across the Contiguous United States Using Ensemble Model Averaging

Qian Di, Heresh Amini, Liuhua Shi et al. · Environmental Science & Technology · 2019 · 300 citations · Full text

, , +16

Improving the Spatial Prediction of Soil Organic Carbon Content in Two Contrasting Climatic Regions by Stacking Machine Learning Models and Rescanning Covariate Space

Ruhollah Taghizadeh‐Mehrjardi, Karsten Schmidt, Alireza Amirian‐Chakan et al. · Remote Sensing · 2020 · 213 citations · Full text

, , +17

1–5 of 56

Authors

285

  1. YL
    Yang Liu

    Emory University, United States

    3 publications · 458 citations

    3

    h-index

  2. HH
    Howard H. Chang

    Emory University, United States

    3 publications · 458 citations

    3

    h-index

  3. GG
    Guannan Geng

    Tsinghua University, China

    2 publications · 405 citations

    2

    h-index

  4. FR
    Forrest R. Stevens

    University of Louisville, United States

    2 publications · 273 citations

    2

    h-index

  5. MG
    Mário Guevara

    University of Delaware, United States

    2 publications · 39 citations

    2

    h-index

1–5 of 285

Institutions

171

  1. Emory University

    Atlanta, United States

    4 h-index

    12 publications

    2.1K citations

  2. Harvard University

    Cambridge, United States

    4 h-index

    21 publications

    3.3K citations

  3. NOAA National Marine Fisheries Service

    Silver Spring, United States

    3 h-index

    12 publications

    398 citations

  4. Oregon State University

    Corvallis, United States

    3 h-index

    5 publications

    146 citations

  5. National Cheng Kung University

    Tainan City, Taiwan

    2 h-index

    7 publications

    265 citations

  6. Goddard Space Flight Center

    Greenbelt, United States

    2 h-index

    2 publications

    415 citations

  7. University of Louisville

    Louisville, United States

    2 h-index

    6 publications

    819 citations

  8. Sun Yat-sen University

    Guangzhou, China

    2 h-index

    7 publications

    1.5K citations

1–8 of 171

Venues

  1. Remote Sensing

    4 publications · 418 citations

    4

    h-index

  2. Environmental Monitoring and Assessment

    2 publications · 96 citations

    2

    h-index

  3. Artificial Intelligence in Geosciences

    2 publications · 40 citations

    2

    h-index

  4. 2

    h-index

  5. PLoS ONE

    2 publications · 49 citations

    2

    h-index

1–5