Naïve Bayes Classifier

Question 1

Bayes Classifier

Answer 1

A probabilistic framework for solving classification problems

Question 2

2 Way to Estimate Probabilities from Continuous Data

Answer 2

Discretization: Partition the range into bins
Probability density estimation

Question 3

3 Advantage of Naïve Bayes

Answer 3

Require a small amount of training data.
Extremely fast compared to more sophisticated methods.
Worked quite well in many real-world situations.

Question 4

3 Type of Naïve Bayes Variants

Answer 4

Gaussian Naive Bayes
Multinomial Naive Bayes
Complement Naive Bayes