Showing math.OCShow all
2 papers · 1 filter
math.OC2024
Refined Bounds on Near Optimality Finite Window Policies in POMDPs and Their Reinforcement Learning
Yunus Emre Demirci, Ali Devran Kara, Serdar Yüksel
Finding optimal policies for Partially Observable Markov Decision Processes (POMDPs) is challenging due to their uncountable state spaces when transformed into fully observable Mar…
math.OC2018
Weak Feller Property of Non-linear Filters
Ali Devran Kara, Naci Saldi, Serdar Yüksel
Weak Feller property of controlled and control-free Markov chains lead to many desirable properties. In control-free setups this leads to the existence of invariant probability mea…