Lymphadenopathy or often known as lymphatic disease is a that very risky if not handled properly. There are so many signs symptoms of this have been to the public, some even consider it an ordinary lump grows on human body and do know they experiencing lymphadenopathy in themselves [3]. Usually find out lump, examination hospital consult doctor. Based these problems, technique method needed can...

We report on an empirical study of supervised learning algorithms that induce models to resolve the meaning of ambiguous words in text. We nd that the Naive Bayesian classi er is as accurate as several more sophisticated methods. This is a surprising result since Naive Bayes makes simplifying assumptions about disambiguation that are not realistic. However, our results correspond to a growing b...

We propose a simple Bayesian network-based text classifier, which may be considered as a discriminative counterpart of the generative multinomial naive Bayes classifier. The method relies on the use of a fixed network topology with the arcs going form term nodes to class nodes, and also on a network parametrization based on noisy or gates. Comparative experiments of the proposed method with nai...

The problem of secure distributed classification is an important one. In many situations, data is split between multiple organizations. These organizations may want to utilize all of the data to create more accurate predictive models while revealing neither their training data / databases nor the instances to be classified. The Naive Bayes Classifier is a simple but efficient baseline classifie...