A Series of Unlikely Events

Modeling patterns of behavior is a task that underlies numerous difficult artificial intelligence tasks, such as How do I detect when adversaries are deviating from normal routines? How can I automate the teaching of novice analysts to perform complex tasks as if they were expert analysts? In this work, we use a class of techniques called Inverse Reinforcement Learning (IRL) to model sequential behavior to answer questions like these and others.