Multi-segments Naïve Bayes classifier in likelihood space.

Naïve Bayes (NB) classifier has shown amazing performance in many real applications. However, the true probability distributions are usually unknown and tend to be quite complicated with high feature dimensions. Incorrect estimation models will decrease classification performance. In this study, a new method named multi-segment NB classifier is proposed to reduce errors caused by improper estimati...