The Role of Data and Combinatorics in Scaling Intelligent, Interactive Systems

To deal with the strict timelines and scale to many machines that coordinate (potentially with people) to solve tasks in increasingly complex and unstructured environments: We will explore statistical assumptions about the distribution of problem instances and mathematical characterizations of the space of possible solutions to find practical ways to overcome combinatorial challenges and utilize big data to improve performance and scaling.