Vulcan: A Monte Carlo Algorithm for Large Chance Constrained MDPs with Risk Bounding Functions

Benjamin J Ayton, Brian C Williams

Chance Constrained Markov Decision Processes maximize reward subject to a bounded probability of failure, and have been frequently applied for planning with potentially dangerous o…