Abstract: In this paper the authors present a multiphase offline approach for recognition of handwritten Arabic characters called Variance Method. The method is able to recognize a character irrespective of its size ( big or small) and thickness. New methods are proposed for the extraction of feature vectors, and for computing the recognition task.