Concepedia

Spatial Machine Learning

Spatial Machine Learning is a computational methodology that extends conventional machine learning approaches to explicitly model and analyze spatial dependencies, heterogeneities, and patterns inherent in geographically referenced data.

333

Publications

18.4K

Citations

1.2K

Authors

540

Institutions

Publications per year

2017–2026

261

Parents

Publications

333

Extracting spatial effects from machine learning model using local interpretation method: An example of SHAP and XGBoost

Ziqi Li · Computers Environment and Urban Systems · 2022 · 1K citations · Full text

, , +17

U-Air

Yu Zheng, Furui Liu, Hsun-Ping Hsieh · 2013 · 910 citations

, , +17

Hyperparameter tuning and performance assessment of statistical and machine-learning algorithms using spatial data

Patrick Schratz, Jannes Muenchow, Eugenia Iturritxa et al. · Ecological Modelling · 2019 · 586 citations · Full text

, , +12

Importance of spatial predictor variable selection in machine learning applications – Moving from data reproduction to spatial prediction

Hanna Meyer, Christoph Reudenbach, Stephan Wöllauer · Ecological Modelling · 2019 · 435 citations · Full text

, , +17

A Case Study Competition Among Methods for Analyzing Large Spatial Data

Matthew J. Heaton, Abhirup Datta, Andrew O. Finley et al. · Journal of Agricultural Biological and Environmental Statistics · 2018 · 408 citations · Full text

, , +16

1–5 of 333

Authors

1.2K

  1. ZJ
    Zhe Jiang

    University of Alabama, United States

    9 publications · 335 citations

    9

    h-index

  2. HM
    Hanna Meyer

    Philipps University of Marburg, Germany

    6 publications · 736 citations

    6

    h-index

  3. MK
    Mikhaïl Kanevski

    University of Lausanne, Switzerland

    4 publications · 137 citations

    4

    h-index

  4. MH
    Marco Helbich

    Utrecht University, Netherlands

    4 publications · 274 citations

    4

    h-index

  5. MK
    Monika Kuffer

    University of Twente, Netherlands

    4 publications · 123 citations

    4

    h-index

1–5 of 1.2K

Institutions

540

  1. Chinese Academy of Sciences

    Beijing, China

    12 h-index

    37 publications

    1.3K citations

  2. Zhejiang University

    Hangzhou, China

    11 h-index

    32 publications

    3.4K citations

  3. Wuhan University

    Wuhan, China

    10 h-index

    28 publications

    623 citations

  4. University of Twente

    Enschede, The Netherlands

    9 h-index

    22 publications

    921 citations

  5. University of Chinese Academy of Sciences

    Beijing, China

    9 h-index

    16 publications

    440 citations

  6. University of Minnesota

    Minneapolis, United States

    7 h-index

    22 publications

    671 citations

  7. University of Alabama

    Tuscaloosa, United States

    6 h-index

    11 publications

    332 citations

  8. University of Münster

    Münster, Germany

    6 h-index

    14 publications

    1.2K citations

1–8 of 540

Venues

  1. 13

    h-index

  2. ISPRS International Journal of Geo-Information

    IJGI · 10 publications · 378 citations

    10

    h-index

  3. Sustainable Cities and Society

    8 publications · 400 citations

    8

    h-index

  4. Remote Sensing

    8 publications · 209 citations

    8

    h-index

  5. The Science of The Total Environment

    7 publications · 744 citations

    7

    h-index

1–5