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Bayesian Classifiers: Shyam is a CS 4375 student. Recently, his mood has been highly influenced by three factors: the weather (W), his study habits (S),

 Bayesian Classifiers: Shyam is a CS 4375 student. Recently, his mood has been highly influenced by three factors: the weather (W), his study habits (S), and whether his neighbor is at home or not (N). We want to predict his happiness according to these three factors using previous observations. The table below shows this data. 

                                   

Weather (W)

Study (S)

Neighbor (N)

Happy (H)

Bad

Fail

Home

No

Good

Fail

Out

No

Good

Fail

Out

No

Good

Fail

Out

No

Bad

Pass

Home

No

Bad

Pass

Home

Yes

Bad

Pass

Home

Yes

Good

Pass

Out

Yes

 

(a) On a new day when W=Good, S=Pass, and N=Out, how would we predict his happiness using a Naive Bayes classifier? Show your calculations.

 

(b) On the day when W=Good, S=Pass, and N=Out, how would we predict his happiness using a Bayes classifier instead? Show your calculations.

 


 

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