...Mark Eshwar Lokanan Purpose This study aims to examine dimensionality reduction techniques – principal component analysis ( PCA ), linear discriminant analysis ( LDA ) and t-distributed stochastic neighbor embedding (t-SNE) – and their application in detecting financial crime. The objective...