Ph. D.1999, Applied Mathematics, Department of Mathematics, Technion – Israel Institute of Technology, Haifa, Israel Dissertation: Finite elements method for visual reconstruction problems
M. Sc.1991, Applied Mathematics, Department of Mathematics, Technion – Israel Institute of Technology, Haifa, Israel Dissertation: Modified Barrier Functions in Non Linear Optimization
B.Sc.1986, Mathematics, Department of Mathematics, Technion -Israel Institute of Technology, Haifa, Israel