Group-theoretic Algorithms for Matrix Multiplication
Henry Cohn, Robert Kleinberg, Balázs Szegedy, Chris Umans
Abstract
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Henry Cohn, Robert Kleinberg, Balázs Szegedy, Chris Umans
Abstract
Open-access reader
We further develop the group-theoretic approach to fast matrix multiplication introduced by Cohn and Umans, and for the first time use it to derive algorithms asymptotically faster than the standard algorithm. We describe several families of wreath product groups that achieve matrix multiplication exponent less than 3, the asymptotically fastest of which achieves exponent 2.41. We present two conjectures regarding specific improvements, one combinatorial and the other algebraic. Either one would imply that the exponent of matrix multiplication is 2.
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We further develop the group-theoretic approach to fast matrix multiplication introduced by Cohn and Umans, and for the first time use it to derive algorithms asymptotically faster than the standard algorithm. We describe several families of wreath product groups that achieve matrix multiplication exponent less than 3, the asymptotically fastest of which achieves exponent 2.41. We present two conjectures regarding specific improvements, one combinatorial and the other algebraic. Either one would imply that the exponent of matrix multiplication is 2.
Key concepts: Matrix multiplication, Exponent, Multiplication (music), Wreath product, Mathematics, Multiplication algorithm, Matrix (chemical analysis), Group (periodic table)