Question: what is the difference between linear discriminant analysis and quadratic discriminant analysis?
Answer: Linear discriminant analysis (LDA) is particularly popular because it is both a classifier and a dimensionality reduction technique. Quadratic discriminant analysis (QDA) is a variant of LDA that allows for non-linear separation of data.