Concepedia

Geospatial Dimensionality Reduction

Geospatial Dimensionality Reduction is a methodological framework within geospatial feature engineering that reduces the number of redundant or irrelevant spatial and attribute dimensions in geospatial data while preserving essential geographic patterns and relationships.

16

Publications

453

Citations

66

Authors

47

Institutions

Publications per year

2017–2026

11

Parents

Publications

16

Wildland-urban fire disasters aren’t actually a wildfire problem

David E. Calkin, Kimiko Barrett, Jack D. Cohen et al. · Proceedings of the National Academy of Sciences · 2023 · 66 citations · Full text

, , +14

Assessing the performance of two unsupervised dimensionality reduction techniques on hyperspectral APEX data for high resolution urban land-cover mapping

Luca Demarchi, Frank Canters, Claude Cariou et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 2013 · 62 citations

, , +16

Nonlinear dimensionality reduction: Alternative ordination approaches for extracting and visualizing biodiversity patterns in tropical montane forest vegetation data

Miguel D. Mahecha, Alfredo Martı́nez, Gunnar Lischeid et al. · Ecological Informatics · 2007 · 57 citations

, , +17

Latent geographic feature extraction from social media

Christian Sengstock, Michael Gertz · 2012 · 38 citations

, , +17

Mapping Grasslands in Mixed Grassland Ecoregion of Saskatchewan Using Big Remote Sensing Data and Machine Learning

Nasem Badreldin, B. Prieto, Ryan J. Fisher · Remote Sensing · 2021 · 32 citations · Full text

, , +16

1–5 of 16

Authors

66

  1. FB
    François Brissette

    École de Technologie Supérieure, Canada

    1 publications · 27 citations

    1

    h-index

  2. LH
    Lei Hao

    Xi'an Jiaotong University, China

    1 publications · 24 citations

    1

    h-index

  3. FC
    Frank Canters

    Vrije Universiteit Brussel, Belgium

    1 publications · 62 citations

    1

    h-index

  4. KB
    Kimiko Barrett

    University of Montana, United States

    1 publications · 66 citations

    1

    h-index

  5. EB
    Erwin Beck

    University of Bayreuth, Germany

    1 publications · 57 citations

    1

    h-index

1–5 of 66

Institutions

47

  1. Centro de Investigación Científica y de Educación Superior de Ensenada

    Ensenada, Mexico

    1 h-index

    5 publications

    55 citations

  2. National University of Santiago del Estero

    Santiago del Estero, Argentina

    1 h-index

    1 publications

    18 citations

  3. Royal Saskatchewan Museum

    Regina, Canada

    1 h-index

    1 publications

    32 citations

  4. Bunge & Born Foundation

    Buenos Aires, Argentina

    1 h-index

    2 publications

    36 citations

  5. Consejo Nacional de Investigaciones Científicas y Técnicas

    Buenos Aires, Argentina

    1 h-index

    1 publications

    18 citations

  6. University of Bayreuth

    Bayreuth, Germany

    1 h-index

    4 publications

    228 citations

  7. Heilongjiang Provincial Academy of Agricultural Sciences

    Mudanjiang, China

    1 h-index

    1 publications

    24 citations

  8. Rocky Mountain Research (United States)

    Salt Lake City, United States

    1 h-index

    2 publications

    132 citations

1–8 of 47

Venues

  1. Remote Sensing

    2 publications · 56 citations

    2

    h-index

  2. 1

    h-index

  3. Tectonics

    1 publications · 11 citations

    1

    h-index

  4. Advances in Water Resources

    1 publications · 27 citations

    1

    h-index

  5. Ecological Informatics

    1 publications · 57 citations

    1

    h-index

1–5