The multivariable chain rule gives, at ,Sufficient conditions for a strict local minimum at are and .
At a stationary point, in every direction. Its second derivative is the quadratic form of the Hessian matrix. Ifthen completing the square givesfor every nonzero direction . The Hessian is therefore positive definite, and the stationary point is a strict local minimum.
The stationary equations areThus and , givingThe Hessian matrix isAt either nonzero stationary point,so both are strict local minima.
Along a line through the origin,whereWhen and ,Consequently the origin is a local minimum along the line whenincluding the equality cases because the positive quartic term then leads. It is also a minimum on the vertical line. It is a local maximum along the line whenIn the first case the graph is locally bowl-shaped. In the second it initially bends downward from the origin, but the positive quartic term eventually turns it upward, producing the usual double-well profile.
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