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cs.DB2022
Optimizing Recursive Queries with Program Synthesis
Yisu Remy Wang, Mahmoud Abo Khamis, Hung Q. Ngo +2
Most work on query optimization has concentrated on loop-free queries. However, data science and machine learning workloads today typically involve recursive or iterative computati…
cs.DB2020
SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra
Yisu Remy Wang, Shana Hutchison, Jonathan Leang +2
Machine learning algorithms are commonly specified in linear algebra (LA). LA expressions can be rewritten into more efficient forms, by taking advantage of input properties such a…