Concepedia

Feature Selection For Spatial Data

Feature Selection for Spatial Data is a methodological process in spatial feature engineering that identifies and retains the most relevant spatial and non-spatial attributes from a dataset while accounting for spatial autocorrelation, heterogeneity, and scale, thereby distinguishing it from conventional feature selection techniques that ignore spatial dependencies.

27

Publications

2.5K

Citations

89

Authors

58

Institutions

Publications per year

2017–2026

15

Parents

Publications

27

Improving performance of spatio-temporal machine learning models using forward feature selection and target-oriented validation

Hanna Meyer, Christoph Reudenbach, Tomislav Hengl et al. · Environmental Modelling & Software · 2017 · 518 citations

, , +13

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

Data Visualization and Feature Selection: New Algorithms for Nongaussian Data

Howard H. Yang, John Moody · 1999 · 310 citations

, , +17

SVM feature selection for classification of SPECT images of Alzheimer's disease using spatial information

Glenn Fung, Jonathan Stoeckel · Knowledge and Information Systems · 2006 · 152 citations

, , +16

Feature selection by genetic algorithms in object-based classification of IKONOS imagery for forest mapping in Flanders, Belgium

Frieke Vancoillie, Lieven P. C. Verbeke, Robert Dewulf · Remote Sensing of Environment · 2007 · 143 citations

, , +17

1–5 of 27

Authors

89

  1. CR
    Christoph Reudenbach

    Philipps University of Marburg, Germany

    2 publications · 953 citations

    2

    h-index

  2. HM
    Hanna Meyer

    Philipps University of Marburg, Germany

    2 publications · 953 citations

    2

    h-index

  3. JJ
    Jian‐Hua Jia

    Sun Yat-sen University, China

    1 publications · 55 citations

    1

    h-index

  4. MT
    Maggie Tran

    Geoscience Australia, Australia

    1 publications · 96 citations

    1

    h-index

  5. IS
    Izuru Saizen

    Kyoto University, Japan

    1 publications · 35 citations

    1

    h-index

1–5 of 89

Institutions

58

  1. Ghent University

    Ghent, Belgium

    2 h-index

    6 publications

    462 citations

  2. Philipps University of Marburg

    Marburg, Germany

    2 h-index

    4 publications

    1.9K citations

  3. Quaid-i-Azam University

    Islamabad, Pakistan

    1 h-index

    3 publications

    63 citations

  4. Purdue University West Lafayette

    West Lafayette, United States

    1 h-index

    1 publications

    21 citations

  5. Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR)

    Cologne, Germany

    1 h-index

    1 publications

    62 citations

  6. University of Leicester

    Leicester, United Kingdom

    1 h-index

    1 publications

    35 citations

  7. Universidad Complutense de Madrid

    Madrid, Spain

    1 h-index

    1 publications

    15 citations

  8. King Khalid University

    Abhā, Saudi Arabia

    1 h-index

    1 publications

    21 citations

1–8 of 58

Venues

  1. Advances in Data Analysis and Classification

    2 publications · 28 citations

    2

    h-index

  2. Remote Sensing of Environment

    1 publications · 143 citations

    1

    h-index

  3. Frontiers in Plant Science

    1 publications · 11 citations

    1

    h-index

  4. 1

    h-index

  5. IEEE Transactions on Visualization and Computer Graphics

    TVCG · 1 publications · 18 citations

    1

    h-index

1–5