64 citations · 160 across the 24 of their papers we have counts for
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cs.DB2019
EntropyDB: A Probabilistic Approach to Approximate Query Processing
Laurel Orr, Magdalena Balazinska, Dan Suciu
We present EntropyDB, an interactive data exploration system that uses a probabilistic approach to generate a small, query-able summary of a dataset. Departing from traditional sum…
cs.DB2019★ 23 cited
An Empirical Analysis of Deep Learning for Cardinality Estimation
Jennifer Ortiz, Magdalena Balazinska, Johannes Gehrke +1
We implement and evaluate deep learning for cardinality estimation by studying the accuracy, space and time trade-offs across several architectures. We find that simple deep learni…