The function $f(x)=x^TQx +c^Tx +d$ is convex if $Q$ is positive semidefinite ( $x^TQx \ge 0 \forall x\in \mathbb{R} $).
How to prove this statement?
Can $Q$ not be positive semidefinite and $f(x)$ be convex?
The function $f(x)=x^TQx +c^Tx +d$ is convex if $Q$ is positive semidefinite ( $x^TQx \ge 0 \forall x\in \mathbb{R} $).
How to prove this statement?
Can $Q$ not be positive semidefinite and $f(x)$ be convex?
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Second Fréchet derivative is given by $$f^{\prime \prime}(x).(h,k) = h^T Q k + k^T Q h$$
As $Q$ is supposed to be PSD, $f$ is convex.