#### Linear Classifiers: An Overview. This article discusses ...

The first method to be discussed is the Linear Discriminant Analysis (LDA). It assumes that the joint density of all features, conditional on the target's class, is a multivariate Gaussian. This means that the density P of the features X, given the target y is in class k, are assumed to be given by