33 citations · 95 across the 19 of their papers we have counts for
4 papers · 1 filter
No DBA? No regret! Multi-armed bandits for index tuning of analytical and HTAP workloads with provable guarantees
R. Malinga Perera, Bastian Oetomo, Benjamin I. P. Rubinstein +1
Automating physical database design has remained a long-term interest in database research due to substantial performance gains afforded by optimised structures. Despite significan…
DBA bandits: Self-driving index tuning under ad-hoc, analytical workloads with safety guarantees
R. Malinga Perera, Bastian Oetomo, Benjamin I. P. Rubinstein +1
Automating physical database design has remained a long-term interest in database research due to substantial performance gains afforded by optimised structures. Despite significan…
End-to-End Differentially-Private Parameter Tuning in Spatial Histograms
Maryam Fanaeepour, Benjamin I. P. Rubinstein
Differentially-private histograms have emerged as a key tool for location privacy. While past mechanisms have included theoretical & experimental analysis, it has recently been obs…
Scaling Multiple-Source Entity Resolution using Statistically Efficient Transfer Learning
Sahand Negahban, Benjamin I. P. Rubinstein, Jim Gemmell
We consider a serious, previously-unexplored challenge facing almost all approaches to scaling up entity resolution (ER) to multiple data sources: the prohibitive cost of labeling…