probability density

Fundamentals of Information Systems
9th Edition
ISBN:9781337097536
Author:Ralph Stair, George Reynolds
Publisher:Ralph Stair, George Reynolds
Chapter7: Knowledge Management And Specialized Information Systems
Section: Chapter Questions
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Naive Bayes Classifier) Please show the detailed process of classifying  the test instance X = (HM = No, MS = Divorced, AI = 120000) based on the  following data sets. 

For the continuous attribute AnnualIncome, you may use discretization to convert  the attribute as binary attribute by setting threshold 91000 or use probability density  estimation to estimate the conditional probabilities. 

HomeOwner (HO)
Yes
No
No
Yes
No
No
Yes
No
No
No
MaritalStatus (MS)
Single
Married
Single
Married
Divorced
Single
Divorced
Single
Married
Single
AnnualIncome (AI)
125000
100000
70000
120000
95000
60000
220000
85000
75000
90000
Defaulted
No
No
No
No
Yes
No
No
Yes
No
Yes
Transcribed Image Text:HomeOwner (HO) Yes No No Yes No No Yes No No No MaritalStatus (MS) Single Married Single Married Divorced Single Divorced Single Married Single AnnualIncome (AI) 125000 100000 70000 120000 95000 60000 220000 85000 75000 90000 Defaulted No No No No Yes No No Yes No Yes
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