Strassen's Complexity

  • May 2020
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The standard matrix multiplication takes approximately 2N3 (where N = 2n) arithmetic operations (additions and multiplications); the asymptotic complexity is O(N3). The number of additions and multiplications required in the Strassen algorithm can be calculated as follows: let f(n) be the number of operations for a matrix. Then by recursive application of the Strassen algorithm, we see that f(n) = 7f(n − 1) + l4n, for some constant l that depends on the number of additions performed at each application of the algorithm. Hence f(n) = (7 + o(1))n, i.e., the asymptotic complexity for multiplying matrices of size N = 2n using the Strassen algorithm is . The reduction in the number of arithmetic operations however comes at the price of a somewhat reduced numerical stability.

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