What is the effect of feature scaling on Naïve Bayes performance?

Updated May 17, 2026

Short answer

Feature scaling has limited effect on Naïve Bayes except for Gaussian NB where distribution parameters depend on scale.

Deep explanation

In Gaussian NB, mean and variance estimates are directly affected by feature scaling. However, Multinomial and Bernoulli NB depend on counts or binary presence, making scaling irrelevant. Improper scaling can distort Gaussian likelihoods significantly.

Unlock with a Pro subscription to view this section.

View pricing

Real-world example

No real-world example available yet.

Unlock with a Pro subscription to view this section.

Upgrade to Pro

Common mistakes

No common mistakes listed yet.

Unlock with a Pro subscription to view this section.

Upgrade to Pro

Follow-up questions

No follow-up questions available yet.

Unlock with a Pro subscription to view this section.

Upgrade to Pro

More Naïve Bayes interview questions

View all →