We proposed a novel facial expression recognition algorithm based on Independent Component Analysis (ICA) and Linear Discriminant Analysis (LDA). ICA produced a set of independent basis images of expression image, LDA selected features obtained from ICA. Experiments proved the excellent performance of our algorithm.