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Consider the following dataset with three Boolean descriptive features a , b and c and a single Boolean target feature, K : For the questions

Consider the following dataset with three Boolean descriptive features a,b and c and a single Boolean
target feature, K :
For the questions below, assume that the naive Bayes classifier is used to predict the value of K from the
values of the other variables.
(a) According to the Naive Bayes classifier, what is P(K=1|a=1,b=1,c=0)? Show all your
calculations.
(b) According to the Naive Bayes classifier, what is P(K=0|a=1,b=1)? Make sure to show all your
calculations.
Given the Bayes network below, for each of the questions that follow, compute the probabilities. Show all
vour calculations.
(a)P(A|B)
(b) AML874: P(B|D)
(c)P(C|B)
Suppose that a naive Bayes classifier is used to learn a classifier for y=A and B, where A and B are
independent of each other, and are Boolean descriptive features with P(A)=0.4 and P(B)=0.5.
Draw the Bayesian network that represents the independence assumptions fo the classifier and fill in the
probability tables for the network. Show all your calculations.
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