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Spatial data management in apache spark: the geospark perspective and beyond
J Yu, Z Zhang, M Sarwat - GeoInformatica, 2019 - Springer
The paper presents the details of designing and develo** GeoSpark, which extends the
core engine of Apache Spark and SparkSQL to support spatial data types, indexes, and …
core engine of Apache Spark and SparkSQL to support spatial data types, indexes, and …
Geosparkviz: a scalable geospatial data visualization framework in the apache spark ecosystem
J Yu, Z Zhang, M Sarwat - … of the 30th international conference on …, 2018 - dl.acm.org
Data Visualization allows users to summarize, analyze and reason about data. A map
visualization tool first loads the designated geospatial data, processes the data and then …
visualization tool first loads the designated geospatial data, processes the data and then …
SLBRIN: a spatial learned index based on brin
The spatial learned index constructs a spatial index by learning the spatial distribution,
which performs a lower cost of storage and query than the spatial indices. The current …
which performs a lower cost of storage and query than the spatial indices. The current …
GeoSparkViz: a cluster computing system for visualizing massive-scale geospatial data
J Yu, M Sarwat - The VLDB Journal, 2021 - Springer
In the last decade, geospatial data which is extracted from GPS traces and satellites image
has become ubiquitous. GeoVisual analytics, abbr. GeoViz, is the science of analytical …
has become ubiquitous. GeoVisual analytics, abbr. GeoViz, is the science of analytical …
GeoSparkViz in action: a data system with built-in support for geospatial visualization
Visualizing data on maps is deemed a powerful tool for data scientists to make sense of
geospatial data. The geospatial map visualization (abbr. MapViz) process first loads the …
geospatial data. The geospatial map visualization (abbr. MapViz) process first loads the …
Exploratory analysis of massive movement data
A Graser, M Dragaschnig, H Koller - Handbook of big geospatial data, 2020 - Springer
Movement is a dynamic process that is increasingly being monitored by a variety of tracking
systems. As a consequence, analysts who are trying to understand movement processes are …
systems. As a consequence, analysts who are trying to understand movement processes are …
[PDF][PDF] A Survey of Learned Indexes for the Multi-dimensional Space
HAO WU, Q HE, J WANG, WG AREF - ar** …
GLIN: A (G) eneric (L) earned (In) dexing Mechanism for Complex Geometries
Although spatial indexes shorten the query response time, they rely on complex tree
structures to narrow down the search space. Such structures in turn yield additional storage …
structures to narrow down the search space. Such structures in turn yield additional storage …
How to manage massive spatiotemporal dataset from stationary and non-stationary sensors in commercial DBMS?
The growing diffusion of the latest information and communication technologies in different
contexts allowed the constitution of enormous sensing networks that form the underlying …
contexts allowed the constitution of enormous sensing networks that form the underlying …