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cs.DB2019★ 4 cited
DeepSPACE: Approximate Geospatial Query Processing with Deep Learning
Dimitri Vorona, Andreas Kipf, Thomas Neumann +1
The amount of the available geospatial data grows at an ever faster pace. This leads to the constantly increasing demand for processing power and storage in order to provide data a…
cs.DB2019
Estimating Cardinalities with Deep Sketches
Andreas Kipf, Dimitri Vorona, Jonas Müller +6
We introduce Deep Sketches, which are compact models of databases that allow us to estimate the result sizes of SQL queries. Deep Sketches are powered by a new deep learning approa…