Find the maximum value of a linear system c = A*b (matrix multiplication)

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Assuming there is a square matrix A and vector b about to be multiplied.

[A]{b}={c}

However I am interested only in the maximum value within the resulted vector c. Is there a way to find that without performing normal matrix multiplication and then search in the results?

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Does the matrix A have any other properties besides it being a square matrix? real, symmetric, positive definite, sparse, etc.

FWIW, the largest eigenvalue and eigenvector can be calculated using the Power algorithm. This might provide some useful information.

Power Iteration