Outline.
We first explicitly compute the derivatives of (1).
Then we show how to use
Pearlmutter
and M
ller's
algorithm
to speed up the computation
of second order terms (A.3.2).
For simplicity, in what follows we focus on a single
input vector 
. Again,
(and occasionally 
itself) will be notationally suppressed.