Concepedia

Spatial Dimension Reduction

Spatial Dimension Reduction is a statistical methodology that reduces the number of spatial variables or coordinates in a dataset while preserving essential spatial structure and dependencies, distinguishing it from non-spatial dimension reduction techniques by explicitly accounting for spatial autocorrelation and geographic relationships.

595

Publications

37.1K

Citations

2.1K

Authors

852

Institutions

Publications per year

2017–2026

272

Parents

Publications

595

Topological insulators and superconductors: tenfold way and dimensional hierarchy

Shinsei Ryu, Andreas P. Schnyder, Akira Furusaki et al. · New Journal of Physics · 2010 · 2.4K citations · Full text

, , +12

Spatial modelling: a comprehensive framework for principal coordinate analysis of neighbour matrices (PCNM)

Stéphane Dray, Pierre Legendre, Pedro R. Peres‐Neto · Ecological Modelling · 2006 · 2K citations

, , +13

GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing

Xiaohong Liu, Yongrui Ma, Zhihao Shi et al. · 2019 · 1K citations

, , +13

Accurate Object Localization in Remote Sensing Images Based on Convolutional Neural Networks

Yang Long, Yiping Gong, Zhifeng Xiao et al. · IEEE Transactions on Geoscience and Remote Sensing · 2017 · 856 citations · Full text

, , +16

Incremental Adaptive Strategies Over Distributed Networks

Cássio G. Lopes, Ali H. Sayed · IEEE Transactions on Signal Processing · 2007 · 741 citations · Full text

, , +16

1–5 of 595

Authors

2.1K

  1. CS
    Chongmin Song

    UNSW Sydney, Australia

    6 publications · 340 citations

    6

    h-index

  2. NC
    Noel Cressie

    Iowa State University, United States

    6 publications · 551 citations

    6

    h-index

  3. LZ
    Liangpei Zhang

    Wuhan University, China

    6 publications · 387 citations

    5

    h-index

  4. EL
    Emily L. Kang

    University of Cincinnati, United States

    4 publications · 280 citations

    4

    h-index

  5. CG
    Cássio G. Lopes

    University of California, Los Angeles, United States

    4 publications · 1.1K citations

    4

    h-index

1–5 of 2.1K

Institutions

852

  1. Chinese Academy of Sciences

    Beijing, China

    12 h-index

    29 publications

    1.5K citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    10 h-index

    27 publications

    827 citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    10 h-index

    26 publications

    601 citations

  4. Xidian University

    Xi'an, China

    9 h-index

    31 publications

    1.3K citations

  5. Wuhan University

    Wuhan, China

    9 h-index

    31 publications

    3.9K citations

  6. University of California, Los Angeles

    Los Angeles, United States

    9 h-index

    17 publications

    2.1K citations

  7. University of Minnesota

    Minneapolis, United States

    9 h-index

    19 publications

    1.7K citations

  8. Tsinghua University

    Beijing, China

    8 h-index

    19 publications

    2.1K citations

1–8 of 852

Venues

  1. 14

    h-index

  2. Journal of the American Statistical Association

    11 publications · 462 citations

    11

    h-index

  3. arXiv (Cornell University)

    Repository · 10 publications · 422 citations

    10

    h-index

  4. IEEE Access

    9 publications · 291 citations

    9

    h-index

  5. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 6 publications · 110 citations

    6

    h-index

1–5