A survey on spatio-temporal data analytics systems
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 …
and applications, and the importance of extracted knowledge from spatio-temporal data to …
Towards mobility data science (vision paper)
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 …
With the availability of GPS-equipped mobile devices and other inexpensive location …
Location-and keyword-based querying of geo-textual data: a survey
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 …
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 …
machine learning. This calls for methods displaying a high computational efficacy, with …
Beast: Scalable exploratory analytics on spatio-temporal data
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 …
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
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 …
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
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 …
flooding on the Internet. Such spatio-textual data stream contains valuable information for …
GeoFlink: an efficient and scalable spatial data stream management system
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 …
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 …
satellite systems (GNSS), and spatially enabled sensors are leading to an exponential …
Top-k spatial-keyword publish/subscribe over sliding window
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 …
textual data have been generated in a stream fashion, leading to a variety of applications …