Abstract: Feature extraction is one of the hot topics in the field of pattern recognition. Independent Component Analysis （ICA） and Linear Discriminant Analysis （LDA） are two effective methods of feature extraction. ICA can extract features from high order and LDA

Key words: Face recognition, Feature extraction, Independent component analysis, Linear discriminant analysis, Null space