• 1999, PhD, Computer and Information Science, University of Pennsylvania, Philadelphia, PA
• 1994, MSE, Computer and Information Science, University of Pennsylvania, Philadelphia, PA
• 1993, BA, Computer Science, Barnard College, Columbia University, New York, NY