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of a function at point is also the direction of its steepest ascent, i.e. it maximizes its directional derivative:

Let be an arbitrary unit vector. With the directional derivative defined as

we get, by substituting the function with its Taylor series,

where denotes higher order terms in .

Dividing by , and taking the limit yields a term which is bounded from above by the Cauchy-Schwarz inequality

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