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 |
Answer :
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Skip in 10
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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