[HTML][HTML] Data-driven approaches for spatio-temporal analysis: A survey of the state-of-the-arts

M Das, SK Ghosh - Journal of Computer Science and Technology, 2020 - Springer
With the advancement of telecommunications, sensor networks, crowd sourcing, and remote
sensing technology in present days, there has been a tremendous growth in the volume of …

[图书][B] Mining spatio-temporal datasets: relevance, challenges and current research directions

MT Kechadi, F Ferrucci, M Bertolotto, S Di Martino - 2009 - researchgate.net
Spatio-temporal data usually records the states over time of an object, an event or a position
in space. Spatio-temporal data can be found in several application fields, such as traffic …

Spatio-temporal data mining: A survey of problems and methods

G Atluri, A Karpatne, V Kumar - ACM Computing Surveys (CSUR), 2018 - dl.acm.org
Large volumes of spatio-temporal data are increasingly collected and studied in diverse
domains, including climate science, social sciences, neuroscience, epidemiology …

[HTML][HTML] Spatiotemporal data mining: a survey on challenges and open problems

A Hamdi, K Shaban, A Erradi, A Mohamed… - Artificial Intelligence …, 2022 - Springer
Spatiotemporal data mining (STDM) discovers useful patterns from the dynamic interplay
between space and time. Several available surveys capture STDM advances and report a …

Spatiotemporal data mining: A Survey

A Sharma, Z Jiang, S Shekhar - arXiv preprint arXiv:2206.12753, 2022 - arxiv.org
Spatiotemporal data mining aims to discover interesting, useful but non-trivial patterns in big
spatial and spatiotemporal data. They are used in various application domains such as …

Spatiotemporal data mining: A computational perspective

S Shekhar, Z Jiang, RY Ali, E Eftelioglu, X Tang… - … International Journal of …, 2015 - mdpi.com
Explosive growth in geospatial and temporal data as well as the emergence of new
technologies emphasize the need for automated discovery of spatiotemporal knowledge …

[PDF][PDF] Challenging issues of spatio-temporal data mining

A Rashid, MA Hossain - Computer Engineering and Intelligent …, 2012 - academia.edu
The spatio-temporal database (STDB) has received considerable attention during the past
few years, due to the emergence of numerous applications (eg, flight control systems …

A bibliography of temporal, spatial and spatio-temporal data mining research

JF Roddick, M Spiliopoulou - ACM SIGKDD Explorations Newsletter, 1999 - dl.acm.org
With the growth in the size of datasets, data mining has recently become an important
research topic and is receiving substantial interest from both academia and industry. At the …

Deep learning for spatio-temporal data mining: A survey

S Wang, J Cao, SY Philip - IEEE transactions on knowledge …, 2020 - ieeexplore.ieee.org
With the fast development of various positioning techniques such as Global Position System
(GPS), mobile devices and remote sensing, spatio-temporal data has become increasingly …

A literature review of spatio-temporal data analysis

Z Dong, C Guo - Journal of Physics: Conference Series, 2021 - iopscience.iop.org
In the era of massive data, people are paying more and more attention to the spatio-
temporal attributes of data. Many studies have begun to explore the methods of spatio …