A survey on spatio-temporal data analytics systems

MM Alam, L Torgo, A Bifet - ACM Computing Surveys, 2022 - dl.acm.org
Due to the surge of spatio-temporal data volume, the popularity of location-based services
and applications, and the importance of extracted knowledge from spatio-temporal data to …

A survey on IoT big data analytic systems: Current and future

Y Sasaki - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
The Internet of Things (IoT) has become widespread around the world. Since a large
number of diverse devices, such as vehicles, household electrical appliances, smart …

How good are modern spatial analytics systems?

V Pandey, A Kipf, T Neumann, A Kemper - Proceedings of the VLDB …, 2018 - dl.acm.org
Spatial data is pervasive. Large amount of spatial data is produced every day from GPS-
enabled devices such as cell phones, cars, sensors, and various consumer based …

Hu-fu: Efficient and secure spatial queries over data federation

Y Tong, X Pan, Y Zeng, Y Shi, C Xue… - Proceedings of the …, 2022 - ink.library.smu.edu.sg
Data isolation has become an obstacle to scale up query processing over big data, since
sharing raw data among data owners is often prohibitive due to security concerns. A …

An integrated GIS platform architecture for spatiotemporal big data

S Wang, Y Zhong, E Wang - Future Generation Computer Systems, 2019 - Elsevier
With the increase in smart devices, spatiotemporal data has grown exponentially. To deal
with challenges caused by an increase data requires a scalable and efficient architecture …

Just: Jd urban spatio-temporal data engine

R Li, H He, R Wang, Y Huang, J Liu… - 2020 IEEE 36th …, 2020 - ieeexplore.ieee.org
With the prevalence of positioning techniques, a prodigious number of spatio-temporal data
is generated constantly. To effectively support sophisticated urban applications, eg, location …

Spatial joins: what's next?

P Bouros, N Mamoulis - SIGSPATIAL Special, 2019 - dl.acm.org
The spatial join is a popular operation in spatial database systems and its evaluation is a
well-studied problem. This paper reviews research and recent trends on spatial join …

The case for learned spatial indexes

V Pandey, A van Renen, A Kipf, I Sabek, J Ding… - arxiv preprint arxiv …, 2020 - arxiv.org
Spatial data is ubiquitous. Massive amounts of data are generated every day from billions of
GPS-enabled devices such as cell phones, cars, sensors, and various consumer-based …

Beast: Scalable exploratory analytics on spatio-temporal data

A Eldawy, V Hristidis, S Ghosh, M Saeedan… - Proceedings of the 30th …, 2021 - dl.acm.org
This paper introduces the open-source Beast system for scalable exploratory data science
on big spatio-temporal data. Beast is based on well-established research and has been …

Nebulastream: Complex analytics beyond the cloud

S Zeuch, ET Zacharatou, S Zhang… - Open Journal of …, 2020 - ronpub.com
The arising Internet of Things (IoT) will require significant changes to current stream
processing engines (SPEs) to enable large-scale IoT applications. In this paper, we present …