Question: 1 . Bayesian network: Construction and basic understandings ( 1 5 Marks ) In this problem you are asked to build a Bayesian network for
Bayesian network: Construction and basic understandings
Marks
In this problem you are asked to build a Bayesian network for the "life choices" domain. There's no right answer you can be creative but some networks will make much more sense than others. Here are the variables, each of which is boolean: StudyALot, GetGoodGrades, HaveHobbies, GoToGradSchool, GetGradDegree, GetJob, HaveFriends, GetMarried, HaveMoney, BeHappy.
a How many parameters does the full joint distribution for this domain have?
b Build a Bayesian network for this domain. You do not have to specify the Conditional Probability Distribution for each node.
c Write down the joint probability distribution in terms of the CPDs in your network.
d List important conditional independencies that are enforced by your network, and provide an informal justification for each one.
e How big is your Bayesian Network? How many independent parameters do the CPDs have?
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