Let $x \in \mathbb{R}$ be a $m \times 1$ vector and $A \in \mathbb{R}$ be a non-symmetric $m \times m$ matrix with real and positive eigenvalues.
Is there a lower bound on $x^T A x$ of the form $\kappa ||x||^2$ with $\kappa >0$ ?
Let $x \in \mathbb{R}$ be a $m \times 1$ vector and $A \in \mathbb{R}$ be a non-symmetric $m \times m$ matrix with real and positive eigenvalues.
Is there a lower bound on $x^T A x$ of the form $\kappa ||x||^2$ with $\kappa >0$ ?
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The answer is no. Consider the example
$$\begin{pmatrix}1&1\end{pmatrix}\begin{pmatrix}1&0\\-4&1\end{pmatrix}\begin{pmatrix}1\\1\end{pmatrix}=-2<0.$$