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Let $U$ be an open set $U \subset \mathbb R^n$. Let $f$ be a class-2 function $f: U → \mathbb R$.

Prove or disprove the following statement. $∇^2 f=0$ and $∇f= 0$ at $x_0 \in U$ implies $x_0$ is the saddle point.

JavaMan
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Chris kim
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1 Answers1

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The notation $\nabla^2 f$ is ambiguous: it can mean the Hessian matrix or its trace (the Laplacian). I will write $\Delta f$ for the Laplacian and $D^2f$ for the Hessian matrix. Here is something to fill the answer box:

If $\nabla f(x_0)=0$, $\Delta f(x_0)=0$, but $D^2f(x_0)$ is not the zero matrix, then $x_0$ is a saddle point.

Proof: Since $D^2f(x_0)$ is symmetric, it is diagonalizable and not all of the eigenvalues are zero. The sum of eigenvalues is $0$. Therefore, $D^2f(x_0)$ has at least one positive eigenvalue and at least one negative eigenvalue.

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