no code implementations • 28 Dec 2023 • Maximilian E. Schüle, Thomas Neumann, Alfons Kemper
Although database systems perform well in data access and manipulation, their relational model hinders data scientists from formulating machine learning algorithms in SQL.
no code implementations • 30 Apr 2020 • Andreas Kipf, Ryan Marcus, Alexander van Renen, Mihail Stoian, Alfons Kemper, Tim Kraska, Thomas Neumann
Recent research has shown that learned models can outperform state-of-the-art index structures in size and lookup performance.
1 code implementation • 29 Nov 2019 • Andreas Kipf, Ryan Marcus, Alexander van Renen, Mihail Stoian, Alfons Kemper, Tim Kraska, Thomas Neumann
A groundswell of recent work has focused on improving data management systems with learned components.
1 code implementation • 17 Apr 2019 • Andreas Kipf, Dimitri Vorona, Jonas Müller, Thomas Kipf, Bernhard Radke, Viktor Leis, Peter Boncz, Thomas Neumann, Alfons Kemper
We introduce Deep Sketches, which are compact models of databases that allow us to estimate the result sizes of SQL queries.
Databases