A critical point at which the Hessian matrix is nonsingular is said to be nondegenerate, and the signs of the eigenvalues of the Hessian determine the local behavior of the function.
For a function of n variables, the number of negative eigenvalues of the Hessian matrix at a critical point is called the index of the critical point.