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Distributed Sketching on Data Partitions for OLS Regression

arXiv cs.LG · 2026-07-10 Cached

This paper investigates distributed sketching for OLS regression, where sketches are built from partitioned subsets rather than the whole dataset, reducing computational cost. The authors characterize the exact excess loss of the averaged estimator and show it matches that of whole-data sketching when subset covariance divergence is small.

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