We have the following Bayesian Belief Network
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We have the following Bayesian Belief Network

Q4

We have the following Bayesian Belief Network.


Suppose that there is a new patient. We know that

(1) he has acute pancreatitis

(2) he has pneumonia

(3) his result of white blood cell is low

We would like to know whether he is likely to have systemic inflammation reaction.


(a) Please use Bayesian Belief Network classifier with the use of Bayesian Belief Network to predict whether he is likely to have systemic inflammation reaction.

(b) Although Bayesian Belief Network classifier does not have an independent assumption among all attributes (compared with the naïve Bayesian classifier), what are the disadvantages of this classifier?

Hint
Management"A Bayesian network, also known as the bayes network, belief network, bayesian model, decision network, or probabilistic directed acyclic graphical model is a probabilistic graphical model which represents a set of variables and their conditional dependencies through a directed acyclic graph (aka DAG). The networks is also ideal for taking an event which occurred and then predicting the ...

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