Concepedia

Spatial Decision Tree Learning

Spatial Decision Tree Learning is a machine learning method that extends conventional decision tree induction by incorporating spatial autocorrelation and spatial heterogeneity into the splitting criteria to improve predictive accuracy in geographically referenced data.

34

Publications

2.9K

Citations

86

Authors

54

Institutions

Publications per year

2017–2026

14

Parents

Publications

34

Spatial prediction of flood susceptible areas using rule based decision tree (DT) and a novel ensemble bivariate and multivariate statistical models in GIS

Mahyat Shafapour Tehrany, Biswajeet Pradhan, Mustafa Neamah Jebur · Journal of Hydrology · 2013 · 840 citations

, , +17

Data-driven predictive mapping of gold prospectivity, Baguio district, Philippines: Application of Random Forests algorithm

Emmanuel John M. Carranza, Alice G. Laborte · Ore Geology Reviews · 2014 · 262 citations

, , +16

A new method for predicting vegetation distributions using decision tree analysis in a geographic information system

David Moore, Brian Lees, S. M. Davey · Environmental Management · 1991 · 178 citations

, , +16

A Comparative Study of Least Square Support Vector Machines and Multiclass Alternating Decision Trees for Spatial Prediction of Rainfall-Induced Landslides in a Tropical Cyclones Area

Binh Thai Pham, Dieu Tien Bui, M. B. Dholakia et al. · Geotechnical and Geological Engineering · 2016 · 159 citations

, , +17

Decision Tree Algorithm for Detection of Spatial Processes in Landscape Transformation

Jan Bogaert, R. Ceulemans, D Salvador-Van Eysenrode · Environmental Management · 2004 · 155 citations

, , +16

1–5 of 34

Authors

86

  1. IS
    Imas Sukaesih Sitanggang

    IPB University, Indonesia

    7 publications · 135 citations

    7

    h-index

  2. AN
    Andi Nurkholis

    Universitas Teknokrat Indonesia, Indonesia

    4 publications · 103 citations

    4

    h-index

  3. JK
    Joseph Knight

    University of Minnesota, United States

    3 publications · 108 citations

    3

    h-index

  4. ZJ
    Zhe Jiang

    University of Alabama, United States

    3 publications · 108 citations

    3

    h-index

  5. JC
    Jennifer Corcoran

    University of Minnesota, United States

    3 publications · 108 citations

    3

    h-index

1–5 of 86

Institutions

54

  1. IPB University

    Bogor, Indonesia

    5 h-index

    7 publications

    151 citations

  2. Universiti Putra Malaysia

    Seri Kembangan, Malaysia

    3 h-index

    7 publications

    2.6K citations

  3. Government of Gujarat

    Gandhinagar, India

    2 h-index

    2 publications

    268 citations

  4. North Dakota State University

    Fargo, United States

    2 h-index

    6 publications

    225 citations

  5. University of Technology Sydney

    Sydney, Australia

    2 h-index

    2 publications

    214 citations

  6. Minnesota Department of Natural Resources

    Saint Paul, United States

    2 h-index

    4 publications

    162 citations

  7. Sejong University

    Seoul, South Korea

    2 h-index

    2 publications

    214 citations

  8. University Of Transport Technology

    Hanoi, Vietnam

    2 h-index

    2 publications

    268 citations

1–8 of 54

Venues

  1. Environmental Management

    2 publications · 333 citations

    2

    h-index

  2. IEEE Transactions on Antennas and Propagation

    1 publications · 26 citations

    1

    h-index

  3. SOIL

    1 publications · 74 citations

    1

    h-index

  4. Journal of Hydrology

    1 publications · 840 citations

    1

    h-index

  5. Geomatics Natural Hazards and Risk

    1 publications · 11 citations

    1

    h-index

1–5