64 citations · 160 across the 24 of their papers we have counts for
4 papers · 1 filter
TASM: A Tile-Based Storage Manager for Video Analytics
Maureen Daum, Brandon Haynes, Dong He +2
Modern video data management systems store videos as a single encoded file, which significantly limits possible storage level optimizations. We design, implement, and evaluate TASM…
Sample Debiasing in the Themis Open World Database System (Extended Version)
Laurel Orr, Magda Balazinska, Dan Suciu
Open world database management systems assume tuples not in the database still exist and are becoming an increasingly important area of research. We present Themis, the first open…
Sampling for Deep Learning Model Diagnosis (Technical Report)
Parmita Mehta, Stephen Portillo, Magdalena Balazinska +1
Deep learning (DL) models have achieved paradigm-changing performance in many fields with high dimensional data, such as images, audio, and text. However, the black-box nature of d…
Mosaic: A Sample-Based Database System for Open World Query Processing
Laurel Orr, Samuel Ainsworth, Walter Cai +3
Data scientists have relied on samples to analyze populations of interest for decades. Recently, with the increase in the number of public data repositories, sample data has become…