The operator norm of a real matrix is nonnegative, bounds the length of Ax by its multiple of the length of x, is the least such constant, vanishes exactly at the zero matrix, is absolutely homogeneous, satisfies the triangle inequality and is submultiplicative.
In the setting of Routine Facts Used Without Citation: Arithmetic, Maps, Predicativity and Indices, let , let and be real matrices, and let , with the sum and scalar multiple , the zero matrix , the matrix product , the matrix-vector product , the Euclidean norm of a point of , the operator norm of matrices, and the absolute value .
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for every .
If for every , then .
if and only if .
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