Put , so . Since and , its stationary points satisfyThe origin occurs for every real . There are two additional points only for , at .
At a stationary point, the Hessian matrix simplifies because :At the origin this is , so is a strict local minimum for every , with . If it is also the unique global minimum, since with equality only there. For , the two extra points have , so their Hessian has opposite-sign eigenvalues. ThusThere are no local maxima. When , the origin is not a global minimum: as , but never attains zero.
Because the exponential function is strictly increasing, the level sets are exactly those of . For they satisfyThere are no contours for , the level is the origin, and gives nested closed ovals symmetric about both axes. Their stronger fourth-power growth in makes them relatively narrower horizontally as the level rises.
For , the contour equation becomesThe central local minimum is surrounded by closed ovals for , accompanied by outer open branches. At , the level passes through the two saddle points and changes its connectivity. Levels have only outer branches, while levels above the saddle value have an upper and a lower branch. The sketch is restricted to the requested square; labels give , so they identify the corresponding contours of without exponentially large labels.
For , the local minimum at the origin has . Its full level set isThe connected component containing the minimum is just the isolated origin. The same level also has the outer branches for ; these are different connected components, not curves approaching the origin.
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