154 citations · 234 across the 10 of their papers we have counts for
13 papers
DashQL -- Complete Analysis Workflows with SQL
André Kohn, Dominik Moritz, Thomas Neumann
We present DashQL, a language that describes complete analysis workflows in self-contained scripts. DashQL combines SQL, the grammar of relational database systems, with a grammar…
Benchmarking Learned Indexes
Ryan Marcus, Andreas Kipf, Alexander van Renen +5
Recent advancements in learned index structures propose replacing existing index structures, like B-Trees, with approximate learned models. In this work, we present a unified bench…
RadixSpline: A Single-Pass Learned Index
Andreas Kipf, Ryan Marcus, Alexander van Renen +4
Recent research has shown that learned models can outperform state-of-the-art index structures in size and lookup performance. While this is a very promising result, existing learn…
SOSD: A Benchmark for Learned Indexes
Andreas Kipf, Ryan Marcus, Alexander van Renen +4
A groundswell of recent work has focused on improving data management systems with learned components. Specifically, work on learned index structures has proposed replacing traditi…
GeoBlocks: A Query-Cache Accelerated Data Structure for Spatial Aggregation over Polygons
Christian Winter, Andreas Kipf, Christoph Anneser +3
As individual traffic and public transport in cities are changing, city authorities need to analyze urban geospatial data to improve transportation and infrastructure. To that end,…
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…