With the purpose of solving feature extraction problem in face recognition area

a new manifold learning algorithm is proposed

called Uncorrelated Multiple Information Projection(UMIP) based on Locality Preserving Projections.It is an subspace method based on linear projective maps

regards the original picture of face as a matrix

and extracts the lower dimension subspace’s information which optimally preserves the local structure and the global information of the data set by corresponding algebraic method.Th...