We present a new face recognition method, which selects eigenfaces by our algorithm instead of the existing eigenfaces selection method that chooses eigenfaces by the value of corresponding eigenvalues. We justify our method by comparing our method with traditional one by experiments with YALE, ORL database. By using our algorithm in selecting the eigenfaces, we obtain higher recognition rate than the existing schemes.