in terms of big O notation
Naive MMP (matrix-matrix product) - O(n^3)
Practically efficient: Strassen MMP (http://en.wikipedia.org/wiki/Strassen_algorithm) - O(n^2.8074)
Theoretically fastest: Modified Coppersmith-Winograd algorithm (On^2.3729).
There is certainly a lot to take into consideration: parallelizability, constants in front, lower-order terms.
http://theory.stanford.edu/~virgi/matrixmult-f.pdf
Dear Mohammed El-dosuky
What I look that the fastest algorithm for matrix multiplication is O(n^2.376); by Don Coppersmith and Shmuel Winograd;Matrix multiplication via arithmetic progressions. Journal of Symbolic Computation [1990].
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