5 citations · 15 across the 5 of their papers we have counts for
4 papers · 1 filter
Shift-Table: A Low-latency Learned Index for Range Queries using Model Correction
Ali Hadian, Thomas Heinis
Indexing large-scale databases in main memory is still challenging today. Learned index structures -- in which the core components of classical indexes are replaced with machine le…
Hands-off Model Integration in Spatial Index Structures
Ali Hadian, Ankit Kumar, Thomas Heinis
Spatial indexes are crucial for the analysis of the increasing amounts of spatial data, for example generated through IoT applications. The plethora of indexes that has been develo…
COAX: Correlation-Aware Indexing on Multidimensional Data with Soft Functional Dependencies
Ali Hadian, Behzad Ghaffari, Taiyi Wang +1
Recent work proposed learned index structures, which learn the distribution of the underlying dataset to improve performance. The initial work on learned indexes has shown that by…
SCOUT: Prefetching for Latent Feature Following Queries
Farhan Tauheed, Thomas Heinis, Felix Shürmann +2
Today's scientists are quickly moving from in vitro to in silico experimentation: they no longer analyze natural phenomena in a petri dish, but instead they build models and simula…