Prove as follows the inequality , where A is an m × m matrix with row vectors a1, a2, . . . , am, and x is an m-dimensional vector. First note that the components of the vector Ax are a1 ⋅ x, a2 ⋅ x, . . . , am ⋅ x, so
Then use the Cauchy–Schwarz inequality for the dot product.
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