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Open AccessArticle10.11575/prism/30585

ASYMPTOTICALLY EFFICIENT ALGORITHMS FOR THE FROBENIUS FORM

Wayne Eberly-2000-05-03-PRISM (University of Calgary)
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TL;DRAbstract

A new randomized algorithm is presented for computation of the Frobenius form of an n x n matrix over a field. A version of the algorithm is presented that uses standard arithmetic whose asymptotic expected complexity matches the worst case complexity of the best known deterministic algorithm for this problem, recently given by Storjohann and Villard [25], and that seems to be superior when applied to sparse or structured matrices with a small number of invariant factors. A version that uses asymptotically fast matrix multiplication is also presented. This is the first known algorithm for this computation over small fields whose asymptotic complexity matches that of the best algorithm for computations over large fields and that also provides a Frobenius transition matrix over the ground field. As an application, it is shown that a "rational Jordan form" of an n x n matrix over a finite field can also be computed asymptotically efficiently.

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A new randomized algorithm is presented for computation of the Frobenius form of an n x n matrix over a field. A version of the algorithm is presented that uses standard arithmetic whose asymptotic expected complexity matches the worst case complexity of the best known deterministic algorithm for this problem, recently given by Storjohann and Villard [25], and that seems to be superior when applied to sparse or structured matrices with a small number of invariant factors. A version that uses asymptotically fast matrix multiplication is also presented. This is the first known algorithm for this computation over small fields whose asymptotic complexity matches that of the best algorithm for computations over large fields and that also provides a Frobenius transition matrix over the ground field. As an application, it is shown that a "rational Jordan form" of an n x n matrix over a finite field can also be computed asymptotically efficiently.

Keywords

MathematicsComputationAlgorithmMatrix (chemical analysis)Asymptotically optimal algorithmFinite fieldMatrix multiplicationField (mathematics)

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