Define T d and T u d where d ∈ {L, R} to be the hidden state transition matrices from parent to left or right child, and from left or right child to parent (hence the u for 'up'), respectively.
(referring to Figure 2) Let U x(i) be the i th entry of vector U δ x and G = U O.