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A Note on Preconditioning by Low-Stretch Spanning Trees

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arxiv 0903.2816 v1 pith:YCWNWDZ5 submitted 2009-03-16 cs.NA cs.DScs.NA

classification cs.NAcs.DS
keywords linearepsilonlaplacianlow-stretchpreconditionedpreconditioningsolvespanning
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abstract

Boman and Hendrickson observed that one can solve linear systems in Laplacian matrices in time $\bigO{m^{3/2 + o (1)} \ln (1/\epsilon)}$ by preconditioning with the Laplacian of a low-stretch spanning tree. By examining the distribution of eigenvalues of the preconditioned linear system, we prove that the preconditioned conjugate gradient will actually solve the linear system in time $\softO{m^{4/3} \ln (1/\epsilon)}$.

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  1. Approaching Optimality for Solving Dense Linear Systems with Low-Rank Structure

    cs.DS 2025-07 conditional novelty 8.0 of 10

    New recursive preconditioning algorithms solve k-well-conditioned linear systems and regressions in Õ(d² + k^ω) time, matching the conditional lower bound and yielding the first nearly-linear-time nuclear norm approximation.

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