Consider a Bayesian network structure

$xY$ and $YZ$ and a data set $D$ of

size $N$ in which $Y$ is hidden yet $x$ and $Z$

are observed in every case of $D.$ Provide

a characterization of the ML estimates

for this problem, together with some

concrete parameter estimates that satisfy

the characterization.

$3$:$12$