Ways to define the conditional probabilities

State configurations of all relevant 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

states of the node

p

sums to 1

Multinomial variable that has N discrete states, each with its own probability.

Gaussian variable whose mean and variance are determined by the state of the parent.