Concepedia

Spatiotemporal Data Mining

Spatiotemporal Data Mining is a subfield of data mining that focuses on discovering patterns, relationships, and anomalies in datasets that explicitly incorporate both spatial and temporal dimensions, distinguishing it from purely spatial or temporal data mining by integrating the interdependent analysis of location-based and time-evolving phenomena.

470

Publications

21.9K

Citations

1.5K

Authors

559

Institutions

Publications per year

2017–2026

192

Parents

Publications

470

Trajectory pattern mining

Fosca Giannotti, Mirco Nanni, Fabio Pinelli et al. · 2007 · 1K citations

, , +14

Deep Learning for Spatio-Temporal Data Mining: A Survey

Senzhang Wang, Jiannong Cao, Philip S. Yu · IEEE Transactions on Knowledge and Data Engineering · 2020 · 765 citations

, , +17

A clustering-based approach for discovering interesting places in trajectories

Andrey Tietbohl Palma, Vânia Bogorny, Bart Kuijpers et al. · 2008 · 424 citations · Full text

, , +16

Discovering spatio-temporal causal interactions in traffic data streams

Wei Liu, Yu Zheng, Sanjay Chawla et al. · 2011 · 349 citations

, , +16

A probabilistic approach to spatiotemporal theme pattern mining on weblogs

Qiaozhu Mei, Chao Liu, Hang Su et al. · 2006 · 336 citations

, , +12

1–5 of 470

Authors

1.5K

  1. IL
    Ickjai Lee

    James Cook University, Australia

    12 publications · 443 citations

    11

    h-index

  2. YZ
    Yu Zheng

    Microsoft Research Asia (China), China

    10 publications · 848 citations

    10

    h-index

  3. BA
    Berkay Aydin

    Georgia State University, United States

    10 publications · 174 citations

    10

    h-index

  4. RA
    Rafal A. Angryk

    Georgia State University, United States

    11 publications · 214 citations

    10

    h-index

  5. SS
    Shashi Shekhar

    University of Minnesota, United States

    9 publications · 538 citations

    9

    h-index

1–5 of 1.5K

Institutions

559

  1. Chinese Academy of Sciences

    Beijing, China

    15 h-index

    67 publications

    2.5K citations

  2. University of Illinois Urbana-Champaign

    Urbana, United States

    14 h-index

    42 publications

    5.1K citations

  3. University of Minnesota

    Minneapolis, United States

    13 h-index

    40 publications

    2.6K citations

  4. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    11 h-index

    18 publications

    2.3K citations

  5. Wuhan University

    Wuhan, China

    11 h-index

    33 publications

    1.1K citations

  6. James Cook University

    Townsville, Australia

    11 h-index

    33 publications

    1.2K citations

  7. Georgia State University

    Atlanta, United States

    10 h-index

    29 publications

    506 citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    10 h-index

    32 publications

    1.2K citations

1–8 of 559

Venues

  1. 13

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 12 publications · 1.5K citations

    12

    h-index

  3. IEEE Access

    13 publications · 556 citations

    12

    h-index

  4. ISPRS International Journal of Geo-Information

    IJGI · 12 publications · 716 citations

    12

    h-index

  5. Expert Systems with Applications

    9 publications · 497 citations

    9

    h-index

1–5