- Hamburg Hall
- FEI FANG
- Assistant Professor
- Institute for Software Research
- Carnegie Mellon University
Data-Aware Game Theory for Security?
There is a rise of interest in developing artificial intelligence-based tools to address challenges in multiple security domains: infrastructure security (e.g., protecting ports), green security (e.g., protecting wildlife from poaching), and cybersecurity (e.g., protect a computer network from intruders). Motivated by these challenges, we have proposed game theory and machine learning based models and algorithms that provide descriptive, predictive and prescriptive analysis for problems with strategic interactions between intelligent agents and data available to the agents. In this talk, I will cover some of the models and algorithms, including the recent work on intelligent deception in cybersecurity.
Fei Fang is an Assistant Professor at the Institute for Software Research at Carnegie Mellon University. Before joining CMU, she was a Postdoctoral Fellow at the Center for Research on Computation and Society (CRCS) at Harvard University. She received her Ph.D. from the Department of Computer Science at the University of Southern California in June 2016. She received her bachelor degree from the Department of Electronic Engineering, Tsinghua University in July 2011. Her research lies in the field of artificial intelligence and multi-agent systems, focusing on data-aware game theory and mechanism design with applications to security, sustainability, and mobility domains.
Her dissertation is selected as the runner-up for IFAAMAS-16 Victor Lesser Distinguished Dissertation Award and is selected to be the winner of the William F. Ballhaus, Jr. Prize for Excellence in Graduate Engineering Research as well as the Best Dissertation Award in Computer Science at the University of Southern California. Her work has won the Innovative Application Award at Innovative Applications of Artificial Intelligence (IAAI’16), the Outstanding Paper Award in Computational Sustainability Track at the International Joint Conferences on Artificial Intelligence (IJCAI’15). Her work has been deployed by the US Coast Guard for protecting the Staten Island Ferry in New York City since April 2013. Her work has led to the deployment of PAWS (Protection Assistant for Wildlife Security) in multiple conservation areas around the world, which provides predictive and prescriptive analysis for anti-poaching effort.