Scientific Research Publishing

Vembandasamy, K., Sasipriya, R. and Deepa, E. (2015) Heart Diseases Detection Using Naive Bayes Algorithm.

ABSTRACT: Cardiovascular diseases (CVDs) are the leading cause of death worldwide, accounting for millions of deaths each year according to the World Health Organization (WHO). Early detection of ...
IEEE

Performance Comparison of Multinomial and Bernoulli Naïve Bayes Algorithms with Laplace Smoothing Optimization in Fake News Classification

Abstract: In this digital era, there is a lot of information available, one of which is news information. In the dissemination of this news information, there is real news and fake news. This can have ...
IEEE

Comparison of Multinomial Naive Bayes (MNB), Gaussian Naive Bayes (GNB) and Random Forest (RF) Algorithm in Malaria Disease Diagnosis

Abstract: Malaria, caused by Plasmodium parasites and transmitted by infected female Anopheles mosquitoes, is still a major worldwide health problem. Millions of people are affected by the disease, ...
GitHub

naive-bayes

This repository contains a Jupyter notebook implementing the Multinomial Naive Bayes algorithm from scratch for an email classification task of SPAM or HAM. The notebook also includes a comparison of ...
GitHub

Text Classification with Naive Bayes

This project implements multinomial and Bernoulli Naive Bayes algorithms for text classification on the Reuters-21578 dataset. It covers data preprocessing, model training, evaluation, and statistical ...