Ways to define the conditional probabilities

State configurations of all parents

For nodes that have discrete values, we could use conditional probability tables.     For nodes that have real values we could let the parents define the parameters of a Gaussian      Alternatively we could use a parameterized function. If the nodes have binary states, we could use a sigmoid:

states of the node

p

sums to 1

j

i