“…Numerous linear and non-linear classification techniques exist. The most popular techniques for the classification of herbal products include Linear Discriminant Analysis (LDA) [146,199,[212][213][214], Soft Independent Modelling of Class Analogy (SIMCA) [42,80,195,212,215], Artificial Neural Networks (ANN) [67,216], K-nearest neighbors (k-NN) [67,199,214,217], Partial Least Squares-Discriminant Analysis (PLS-DA) [120,195,199,209,[218][219][220], and Orthogonal Projections to Latent Structures-Discriminant Analysis (OPLS-DA) [218,[221][222][223]. Most techniques have their own strengths and weaknesses.…”