Reduced Complexity Filtering with Stochastic Dominance Bounds: A Convex Optimization Approach

Vikram Krishnamurthy, Cristian Rojas

This paper uses stochastic dominance principles to construct upper and lower sample path bounds for Hidden Markov Model (HMM) filters. Given a HMM, by using convex optimization met…