### From Glossary

The complete Hessian of the Lagrangian:

where

Here we let

be the Hessian of the Lagrangian (L) with respect to

only. The
southwest and northeast blocks are the constraint gradients because they give the cross derivative between

and the

Lagrange multipliers .