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2 3 4 5 8 7 8 9 10 Rainy Overcast Sunny Sunny Sunny Overcast Rainy Rainy Sunny Mild Hot Hot Cool Cool Cool Mild Cool Mild False False True False True False False False False No Yes Yes Yes No Yes No No Yes

2 3 4 5 8 7 8 9 10 Rainy Overcast Sunny Sunny Sunny Overcast Rainy Rainy Sunny Mild Hot Hot Cool Cool Cool Mild Cool Mild False False True False True False False False False No Yes Yes Yes No Yes No No Yes

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THIS IS NOT A GRADED ASSIGNMENT. THIS IS PRACTICE WORK.

Bayesian Decision Theory Consider the following training set and a test object X(O=Sunny, T=Mild, W=True). Use Naïve Bayesian Classifier for the following questions assuming attributes are independent. ID 1 2 3 4 5 8 7 8 9 10 Outlook (O) Rainy Rainy Overcast Sunny Sunny Sunny Overcast Rainy Rainy Sunny Temperature (T) Hot Mild Hot Hot Cool Cool Cool Mild Cool Mild Windy (W) False False False True False True False False False False Play Golf (Class) No No Yes Yes Yes No Yes No No Yes
Transcribed Image Text:Bayesian Decision Theory Consider the following training set and a test object X(O=Sunny, T=Mild, W=True). Use Naïve Bayesian Classifier for the following questions assuming attributes are independent. ID 1 2 3 4 5 8 7 8 9 10 Outlook (O) Rainy Rainy Overcast Sunny Sunny Sunny Overcast Rainy Rainy Sunny Temperature (T) Hot Mild Hot Hot Cool Cool Cool Mild Cool Mild Windy (W) False False False True False True False False False False Play Golf (Class) No No Yes Yes Yes No Yes No No Yes
a) b) c) d) e) f) 9) h) D) D) k) Predict the class of X by writing the following probabilities or expressions: P(Play=Yes) P(Play=No) P(O=Sunny|Play=Yes) P(T=Mild|Play=Yes) P(W=True|Play=Yes) P(O=Sunny|Play=No) P(T=Mild|Play=No) P(W=True|Play=No) P(X|Play=Yes) P(X|Play=No) P(X|Play=Yes)*P(Play=Yes) P(X|Play=No)*P(Play=No) m) Class of X is Write your answers to response as a).... b).... Class of X is ....
Transcribed Image Text:a) b) c) d) e) f) 9) h) D) D) k) Predict the class of X by writing the following probabilities or expressions: P(Play=Yes) P(Play=No) P(O=Sunny|Play=Yes) P(T=Mild|Play=Yes) P(W=True|Play=Yes) P(O=Sunny|Play=No) P(T=Mild|Play=No) P(W=True|Play=No) P(X|Play=Yes) P(X|Play=No) P(X|Play=Yes)*P(Play=Yes) P(X|Play=No)*P(Play=No) m) Class of X is Write your answers to response as a).... b).... Class of X is ....
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