Consequently, when is not a stationary point, the sum of and the term in braces gives a good approximation to near to . However, when is a stationary point, the term in braces is zero and may be approximated near to by a quadratic expression in and with coefficients given by the second-order partial derivatives of .
This observation will be useful in determining whether stationary points are local maxima, local minima, or another type of stationary point called a saddle point.
Before proving it, we make the following observation, using the Chain rule: if is a function and then
Concisely, .