mlsanityData to 14 Oct 2026

Analysis of Kelner and Levin graph sparsification algorithm for a streaming setting

arXiv 1609.03769 ↗First posted 13 Sep 2016stat.ML cs.DS cs.LGcited by 1

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Abstract (arXiv)

We derive a new proof to show that the incremental resparsification algorithm proposed by Kelner and Levin (2013) produces a spectral sparsifier in high probability. We rigorously take into account the dependencies across subsequent resparsifications using martingale inequalities, fixing a flaw in the original analysis.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 13 Sep 2016.

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