Multivariable calculus
Partial Derivatives of x^4 + y^4 - 4xy
For f(x, y) = x^4 + y^4 - 4xy the partial with respect to x is 4x^3 - 4y, and the partial with respect to y is 4y^3 - 4x. Setting both to zero gives y = x^3 and x = y^3, so the critical points are (0, 0), (1, 1), and (-1, -1). The value at both non-zero critical points is -2.
Differentiate, one variable at a time
With frozen, is a constant and contributes nothing, while contributes .
The function is symmetric under swapping the variables, so the partial is the mirror image.
At these are and . The steep positive value in reflects how quickly a fourth power grows once you leave the origin.
The mistake: solving the critical point system carelessly
Setting and gives and . Substituting the first into the second gives , and the temptation is to divide by and report only .
Dividing by throws away the solution . Factor instead.
- gives , the critical point .
- gives , and gives .
- has no real roots, so there are exactly three critical points.
Never divide an equation by a variable that could be zero. Factoring keeps every root in view.
Classifying the three points
The second partials are , , and , so the discriminant is .
At the discriminant is , so the origin is a saddle point. At and the discriminant is with , so both are local minima.
Since eventually overwhelms far from the origin, these two local minima are in fact the global minimum value of the function.
Frequently asked questions
Why are there two separate minimum points?
The cross term is most negative when and have the same sign and similar size. That happens on both the first-quadrant diagonal and the third-quadrant diagonal, so the function dips to the same depth of in each.
What makes this a standard textbook example?
It puts a saddle and two separate minima in one problem, so the second derivative test has to be run three times with two different verdicts, and the critical point system has a hidden root at the origin that punishes dividing by . That combination is why it appears in so many Calc 3 courses.