Spatio-temporal access methods: a survey (2010-2017)

AR Mahmood, S Punni, WG Aref - GeoInformatica, 2019 - Springer
… are designed to answer aggregate analytical queries over spatio-temporal and textual data,
eg, … over multiple compute nodes. Elite addresses both range and nearest-neighbor queries. …

A survey on spatio-temporal data analytics systems

MM Alam, L Torgo, A Bifet - ACM Computing Surveys, 2022 - dl.acm.org
… mostly investigated infrastructures for processing big spatial data, this survey has explored
the whole ecosystem of spatial and spatio-temporal analytics. This survey also portrays the …

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

A Hamdi, K Shaban, A Erradi, A Mohamed… - Artificial Intelligence …, 2022 - Springer
survey is designed to cover the STDM related challenges from three different perspectives.
We start the surveySpatiotemporal data can be aggregated at different levels or areal units. It …

Spatio-temporal graph neural networks for predictive learning in urban computing: A survey

G Jin, Y Liang, Y Fang, Z Shao, J Huang… - … on Knowledge and …, 2023 - ieeexplore.ieee.org
… tasks, but their disadvantage is readily apparent: the recurrent structures necessitate the
computation of sequences at every time step, leading to a substantial increase in computational

Deep learning for spatio-temporal data mining: A survey

S Wang, J Cao, SY Philip - IEEE transactions on knowledge …, 2020 - ieeexplore.ieee.org
… We first categorize the spatio-temporal data into five different types, and then briefly … First
survey. To our knowledge, this is the first survey that reviews recent works exploring deep …

A data aggregation based approach to exploit dynamic spatio-temporal correlations for citywide crowd flows prediction in fog computing

A Ali, Y Zhu, M Zakarya - Multimedia Tools and Applications, 2021 - Springer
… The aggregation steps are shown in Algorithm 2. From step 1 to 4, we compute the
Euclidean distance for each data point. In steps 5 to 7, we check its value against a pre-defined …

Spatio-temporal action recognition: A survey

A Bhoi - arXiv preprint arXiv:1901.09403, 2019 - arxiv.org
… When we consider spatio-temporal action recognition, we deal with action localization. This
task not only involves determining what action is being performed, but also when and where …

Generative adversarial networks for spatio-temporal data: A survey

N Gao, H Xue, W Shao, S Zhao, KK Qin… - ACM Transactions on …, 2022 - dl.acm.org
… for spatio-temporal data. We summarise the application of popular GAN architectures …
spatio-temporal data and the common practices for evaluating the performance of spatio-temporal

Spatiotemporal clustering: a review

MY Ansari, A Ahmad, SS Khan, G Bhushan… - Artificial Intelligence …, 2020 - Springer
… (2010) presented a literature survey of spatiotemporal clustering … be applied to both
aggregated and non-aggregated data. … line segments L i and L j can be computed by Eq. (1), the …

Real-time and private spatio-temporal data aggregation with local differential privacy

X Xiong, S Liu, D Li, Z Cai, X Niu - Journal of Information Security and …, 2020 - Elsevier
… of real-time spatio-temporal data aggregation with privacy … the temporal correlation in
spatio-temporal data and provide … real-time and private spatio-temporal data aggregation with an …