Bayesian estimation

n Standard Bayesian approach: n Maintain a density p(q) over CPD parameters n Given data we update p

E(qx0)

X

p(qx0)

X

E(qy0|x0 )

p(qy0|x0 )

Y

Y

p(qy0|x1)

E(qy0|x1)

n Happens to collapse down to a single network n For queries about the next instance