For the Cauchy-Schwarz inequality, take and use positivity of the inner product:Multiplication by provesEquality holds exactly when . Positive definiteness of the inner product makes this equivalent to . Conversely, substitution of a scalar multiple gives equality. Thus equality holds precisely for linearly dependent nonzero vectors.
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