I am a Ph.D. student in Computer Science at Columbia University working as a Graduate Research Assistant for Professor Salvatore Stolfo in the Intrusion Detection Systems Lab. My current research is on the science of security, in particular developing new metrics for comparing security products. I also research privacy preserving network based anomaly detection collaboration between distinct Autonomous Systems.