Finding points which are not local maximum or minimum

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Consider the picture below:

Level curves for a function f(x,y)

This is the levels curves for a function $f(x,y)$ where:

  • Blue line is the partial derivative of $f(x,y)$ with respect to x
  • Red line is the partial derivative of $f(x,y)$ with respect to y

I know that the intersection of the partials are crtical points. However I do not know how to identify other points which might be crtical but not be local max/minimi points. Like the saddle point, what should I look for?

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You should check the second order derivative.

Second derivative test