Concepedia

Model-based Spatial Clustering

Model-Based Spatial Clustering is a spatial clustering approach that belongs to the class of model-based clustering methods, distinguished by its incorporation of spatial dependencies and geographical structure into probabilistic or statistical models to identify regions of similar attributes or point patterns.

54

Publications

4K

Citations

185

Authors

108

Institutions

Publications per year

2017–2026

17

Parents

Publications

54

Detecting Features in Spatial Point Processes with Clutter via Model-Based Clustering

Abhijit Dasgupta, Adrian E. Raftery · Journal of the American Statistical Association · 1998 · 415 citations

, , +16

Spatial Models for Fuzzy Clustering

Dzung L. Pham · Computer Vision and Image Understanding · 2001 · 410 citations

, , +13

Spatial clustering methods in data mining : A survey

Ji Han · Medical Entomology and Zoology · 2001 · 378 citations

, , +12

Enhanced Model-Based Clustering, Density Estimation, and Discriminant Analysis Software: MCLUST

Chris Fraley, Adrian E. Raftery · Journal of Classification · 2003 · 334 citations

, , +12

An Experimental Comparison of Model-Based Clustering Methods

Marina Meilă, David Heckerman · Machine Learning · 2001 · 284 citations · Full text

, , +14

1–5 of 54

Authors

185

  1. AE
    Adrian E. Raftery

    University of Washington, United States

    7 publications · 1.2K citations

    7

    h-index

  2. CF
    Chris Fraley

    University of Washington, United States

    5 publications · 582 citations

    5

    h-index

  3. WK
    Way Kuo

    University of Tennessee at Knoxville, United States

    2 publications · 98 citations

    2

    h-index

  4. BH
    Bernhard Hausdorf

    Universität Hamburg, Germany

    2 publications · 167 citations

    2

    h-index

  5. YD
    Yu Deng

    Institute of Geographic Sciences and Natural Resources Research, China

    2 publications · 45 citations

    2

    h-index

1–5 of 185

Institutions

108

  1. University of Washington

    Seattle, United States

    7 h-index

    16 publications

    2.6K citations

  2. Seattle University

    Seattle, United States

    2 h-index

    3 publications

    797 citations

  3. University of Helsinki

    Helsinki, Finland

    2 h-index

    6 publications

    220 citations

  4. University of Bologna

    Bologna, Italy

    2 h-index

    11 publications

    309 citations

  5. Wuhan University

    Wuhan, China

    2 h-index

    3 publications

    76 citations

  6. ETH Zurich

    Zurich, Switzerland

    2 h-index

    2 publications

    151 citations

  7. Institute of Geographic Sciences and Natural Resources Research

    Beijing, China

    2 h-index

    4 publications

    73 citations

  8. University of Tennessee at Knoxville

    Knoxville, United States

    2 h-index

    4 publications

    196 citations

1–8 of 108

Venues

  1. 3

    h-index

  2. Technometrics

    2 publications · 78 citations

    2

    h-index

  3. Energy Economics

    2 publications · 49 citations

    2

    h-index

  4. Machine Learning

    2 publications · 311 citations

    2

    h-index

  5. Applied Ocean Research

    1 publications · 23 citations

    1

    h-index

1–5