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Michal Valko : Paper

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

Daniele Calandriello, Alessandro Lazaric, Michal Valko

2016 · (arXiv 2016)

Abstract

We present an improved proof that the incremental resparsification algorithm from Kelner and Levin (2013) generates a spectral sparsifier with high probability. Our key contribution involves rigorously handling dependencies between consecutive resparsifications through martingale inequalities, thereby addressing a gap in the original analysis.