Worst-case growth factor in Gaussian elimination

For a pivoting rule PP and dimension nn, let gnP(R)g_n^{P}(\mathbb{R}) denote the supremum, over all nonsingular matrices ARn×nA\in\mathbb{R}^{n\times n}, of the ratio between the largest absolute value of any entry produced during Gaussian elimination with rule PP and maxi,jaij\max_{i,j}|a_{ij}|. Determine the asymptotic behavior of gnP(R)g_n^{P}(\mathbb{R}), in particular for complete pivoting and rook pivoting, and determine the corresponding worst-case behavior for sparse matrices and randomized partial pivoting.

Progress summary

Solved

A new unrefereed paper claims to determine the long-term worst-case amplification for several elimination strategies, but the claim has not yet been independently verified.

The problem concerns the largest possible amplification during Gaussian elimination under different pivoting rules. The historical linear-growth conjecture for complete pivoting is false: explicit counterexamples exceed the conjectured bound.

Known results

  • Gould (1991) found a 13×1313\times13 example exceeding the conjectured complete-pivoting bound; Edelman (1992) confirmed it in exact arithmetic.
  • Complete pivoting satisfies gnCP(R)1.0045ng_n^{\mathrm{CP}}(\mathbb R)\ge1.0045n for n>10n>10 and lim supngnCP(R)/n3.317\limsup_{n\to\infty}g_n^{\mathrm{CP}}(\mathbb R)/n\ge3.317.
  • Complete pivoting has an improved upper bound with leading constant approximately 0.207810.20781, replacing Wilkinson’s 0.250.25.
  • Rook pivoting has the lower bound gnRP(R)>n1.669/641g_n^{\mathrm{RP}}(\mathbb R)>n^{1.669}/641.

August 2026 claimed asymptotic solution

The paper Entry growth in Gaussian elimination claims asymptotic results for complete and rook pivoting and resolves related sparse and randomized-pivoting questions. This is a substantial new claim, but the manuscript is unrefereed and its abstract does not precisely identify every subproblem settled, so the general resolution remains unverified.

Current status (as of August 2026): Classical bounds and counterexamples are settled, while the new paper’s claimed general asymptotic resolution remains unverified.

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Primary source

arXiv

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