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please answer laplace smooth with explanation 15 observations in the table below are used to train a Nave Bayes model, and then a prediction is

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please answer laplace smooth with explanation

15 observations in the table below are used to train a Nave Bayes model, and then a prediction is made to a new observation X(B, S) having Xl=B and X2=S. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 A A A A B B B B Obs X1 X2 Y M M S M M M S 0 B L 1 S 1 L S 0 L 1 L 1 L 1 M 1 0 1 0 0 1 1 0 (a) Does the new observation X(B, S) belong to class Y=0 or Y=1? You must show your working steps in answering this question. (b) By applying Laplace Smoothing with Laplace-k estimate k=1, calculate the following probabilities and conditional probabilities: P(Y=1), P(Y=0), P(Xl=A Y=1), P(X1=B|Y=1), P(X1=CjY=1), P(Xl=A Y=0), P(XI=B Y=0), P(XI=C|Y=0), P(X2=S|Y=1), P(X2=MY=1), P(X2=LY=1), P(X2=S/Y=0), P(X2=MY=0), P(X2=LY=0)

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