Levels of Political Participation Based on Naive Bayes Classifier

Bayes and Naive Bayes Classifier

Bayes and Naive-Bayes Classifier

Pairwise Naive Bayes Classifier

DoS Attack Detection Based on Naive Bayes Classifier

Interconnected systems, such as Web servers, database servers are now under threats from network attackers. Denial-of-service (DoS) attack is one such means which severely degrades the availability of a victim, which can be a host, a router, an entire network. They impose intensive computation tasks to the victim by flooding it with huge amount of useless packets. The victim is forced out of se...

The Indifferent Naive Bayes Classifier

The Naive Bayes classifier is a simple and accurate classifier. This paper shows that assuming the Naive Bayes classifier model and applying Bayesian model averaging and the principle of indifference, an equally simple, more accurate and theoretically well founded classifier can be obtained. Introduction In this paper we use Bayesian model averaging and the principle of indifference to derive a...

Locally Weighted Learning for Naive Bayes Classifier

As a consequence of the strong and usually violated conditional independence assumption (CIA) of naive Bayes (NB) classifier, the performance of NB becomes less and less favorable compared to sophisticated classifiers when the sample size increases. We learn from this phenomenon that when the size of the training data is large, we should either relax the assumption or apply NB to a “reduced” da...