S. Parthasarathy

Performance Comparison of Support Vector Machine and Naïve Bayes Classifiers on a Synthetic Dataset: A Comprehensive Statistical Analysis

We compare a radial-basis-function support vector machine (SVM) with a Gaussian naive Bayes (NB) classifier on a reproducible synthetic binary task designed for controlled evaluation. The data matrix contains 1,000 samples and 20 features, of which 15 are informative and 5 are re...