On Pioneering Works of Albert Shiryaev on Markov Decision Processes and Some Later Developments
Eugene A. Feinberg

TL;DR
This paper reviews Albert Shiryaev's pioneering contributions to Markov Decision Processes, highlighting key ideas, subsequent developments, and recent research on jump Markov processes and control theory.
Contribution
It provides a comprehensive survey of Shiryaev's fundamental works and explores recent advancements in related stochastic control and jump process research.
Findings
Analysis of Shiryaev's original papers and their impact
Summary of subsequent developments in Markov decision processes
Discussion of recent studies on jump Markov processes
Abstract
This article is dedicated to three fundamental papers on Markov Decision Processes and on control with incomplete observations published by Albert Shiryaev approximately sixty years ago. One of these papers was coauthored with O.V. Viskov. We discuss some of the results and some of many rich ideas presented in these papers and survey some later developments. At the end we mention some recent studies of Albert Shiryaev on Kolmogorov's equations for jump Markov processes and on control of continuous-time jump Markov processes.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsStability and Control of Uncertain Systems · Target Tracking and Data Fusion in Sensor Networks · Reinforcement Learning in Robotics
