277 citations · 564 across the 48 of their papers we have counts for
4 papers · 2 filters
Sufficient Exploration for Convex Q-learning
Fan Lu, Prashant Mehta, Sean Meyn +1
In recent years there has been a collective research effort to find new formulations of reinforcement learning that are simultaneously more efficient and more amenable to analysis.…
Duality for Nonlinear Filtering II: Optimal Control
Jin Won Kim, Prashant G. Mehta
This paper is concerned with the development and use of duality theory for a nonlinear filtering model with white noise observations. The main contribution of this paper is to intr…
Duality for Nonlinear Filtering I: Observability
Jin Won Kim, Prashant G. Mehta
This paper is concerned with the development and use of duality theory for a hidden Markov model (HMM) with white noise observations. The main contribution of this work is to intro…
How does a Rational Agent Act in an Epidemic?
S. Yagiz Olmez, Shubham Aggarwal, Jin Won Kim +4
Evolution of disease in a large population is a function of the top-down policy measures from a centralized planner, as well as the self-interested decisions (to be socially active…