Iris recognition is the most reliable and accurate method in biometrics identification.A new iris recognition algorithm based on Empirical Mode Decomposition(EMD) and Support Vector Machine(SVM) is proposed.EDM is applied to extract iris feature and SVM is used in pattern matching.Experimental results show that the proposed system can be used for a personal identification system in an efficient and effective manner.