.The method's goal is to ensure optimal class separability by transforming characteristics from a high-dimensional space into a lower-dimensional space inwhichtheproportionofbetween-classvariation to within class variance is maximized [31,32].Improved Linear Discriminant Analysis Linear discriminant analysis is a method for simplifying classification problems in supervised machine learning.3.2.