Principal Components are usually hard to interpret. Sparseness is considered as one way to improve interpretability …, and thus a trade-off between variance explained by the components and sparseness is frequently sought. In this note we … address the problem of simultaneous maximization of variance explained and sparseness, and a heuristic method is proposed. It …