Question

Use Naive Bayes classification method for the following dataset and classify the class (Species) of X = {Color=Green, Legs=2, Height=Tall, Smelly=No}

Sl. No. Color Legs Height Smelly Species
1 White 3 Short Yes M
2 Green 2 Tall No M
3 Green 3 Short Yes M
4 White 3 Short Yes M
5 Green 2 Short No H
6 White 2 Tall No H
7 White 2 Tall No H
26 Dec 2025
Answer :
Word Count : 224
To classify the class (Species) of X = {Color=Green, Legs=2, Height=Tall, Smelly=No} using Naive Bayes, we first calculate prior probabilities and likelihoods from the given dataset. Step 1: Calculate Prior Probabilities * Total records = 7 * Number of M = 4 → P(M) = 4/7 * Number of H = 3 → P(H) = 3/7
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