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 …

Towards mobility data science (vision paper)

M Mokbel, M Sakr, L Xiong, A Züfle, J Almeida… - arXiv preprint arXiv …, 2023 - arxiv.org
Mobility data captures the locations of moving objects such as humans, animals, and cars.
With the availability of GPS-equipped mobile devices and other inexpensive location …

Location-and keyword-based querying of geo-textual data: a survey

Z Chen, L Chen, G Cong, CS Jensen - The VLDB Journal, 2021 - Springer
With the broad adoption of mobile devices, notably smartphones, keyword-based search for
content has seen increasing use by mobile users, who are often interested in content related …

Nearest neighbor classification for high-speed big data streams using spark

S Ramírez-Gallego, B Krawczyk… - … on Systems, Man …, 2017 - ieeexplore.ieee.org
Mining massive and high-speed data streams among the main contemporary challenges in
machine learning. This calls for methods displaying a high computational efficacy, with …

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 …

Aqwa: adaptive query workload aware partitioning of big spatial data

AM Aly, AR Mahmood, MS Hassan, WG Aref… - Proceedings of the …, 2015 - dl.acm.org
The unprecedented spread of location-aware devices has resulted in a plethora of location-
based services in which huge amounts of spatial data need to be efficiently processed by …

Distributed publish/subscribe query processing on the spatio-textual data stream

Z Chen, G Cong, Z Zhang, TZJ Fuz… - 2017 IEEE 33rd …, 2017 - ieeexplore.ieee.org
Huge amount of data with both space and text information, eg, geo-tagged tweets, is
flooding on the Internet. Such spatio-textual data stream contains valuable information for …

GeoFlink: an efficient and scalable spatial data stream management system

SA Shaikh, H Kitagawa, A Matono, K Mariam… - IEEE …, 2022 - ieeexplore.ieee.org
This era is witnessing an exponential growth in spatial data due to the increase in GPS-
enabled devices. Spatial data can be of extreme use to commercial businesses …

Distributed processing of big mobility data as spatio-temporal data streams

Z Galić, E Mešković, D Osmanović - Geoinformatica, 2017 - Springer
Recent rapid development of wireless communication, mobile computing, global navigation
satellite systems (GNSS), and spatially enabled sensors are leading to an exponential …

Top-k spatial-keyword publish/subscribe over sliding window

X Wang, W Zhang, Y Zhang, X Lin, Z Huang - The VLDB Journal, 2017 - Springer
With the prevalence of social media and GPS-enabled devices, a massive amount of geo-
textual data have been generated in a stream fashion, leading to a variety of applications …