Multivariable calculus
Partial Derivatives of 2x^2 - 3xy + 5y^2
For f(x, y) = 2x^2 - 3xy + 5y^2 the partial with respect to x is 4x - 3y, and the partial with respect to y is -3x + 10y. Both partials are linear, so the second partials are the constants 4, 10, and -3, and the only critical point is the origin.
Differentiating a quadratic form
Every term is degree two, so every partial is degree one. Holding fixed, the term is a constant and contributes nothing, while contributes its constant multiplier .
At these evaluate to and . The function is climbing hard in the direction there and drifting down in .
Quadratic forms like this one are the model every second derivative test is built on, because a smooth function near a critical point looks like a quadratic form plus a small error.
The mistake: losing the sign on the cross term
The term is where marks are lost. Two errors show up repeatedly: dropping the minus sign, and keeping the wrong letter.
- , not and not .
- .
- The coefficient carries through untouched in both cases.
A quick check: the mixed partials must agree. Differentiating with respect to gives , and differentiating with respect to also gives . If your two answers give different mixed partials, one of the cross-term signs is wrong.
What the constant Hessian tells you
Because the partials are linear, the second partials are numbers rather than functions.
The discriminant is with , so the surface is a bowl everywhere, not just near one point. Setting both partials to zero gives the single solution , the vertex of that bowl.
Since and the form is positive definite, at every other point in the plane. That is a global minimum, which quadratic forms hand you for free.
Frequently asked questions
Why are both partials linear?
Differentiation drops the degree of every term by one. Since each term of has total degree two, each surviving term in a partial has total degree one, so both partials are linear functions of and .
Where is the only critical point?
Solving together with gives . The system has determinant , so the origin is the unique solution.