Expand the function into separated terms: , where and . Then
Put and . The nine critical points are all pairs from and . The diagonal Hessian matrix has entries and .
At both entries are positive, giving strict local minima of value . At they have opposite signs, giving four saddle points of value zero. At the three points on the Hessian is degenerate, so its sign alone does not classify them. Use the higher-order test for separated extrema: is negative for small nonzero . At the positive term and negative term give a saddle. At , , so every sufficiently small nonzero displacement decreases and these are strict local maxima.
There are two maxima at , two minima at , and five saddle points: and .
For the level curves, the exact zero set consists of the two parabolas and the oval . They cross at the four nondegenerate saddle points. Small positive levels enclose each maximum; small negative levels enclose each minimum. The degenerate central saddle has quartic narrowing, locally . Far along the axis the function is negative, while far along the axis it is positive. These signs and zero curves determine the connectivity shown in the sketch.
Figure 1.
Level curves, exact zero set and all nine classified critical points of the separated quartic-octic function
.