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Linear and Dynamic Programs for Risk-Sensitive Cost Minimization PROCEEDINGS ARTICLE published 14 December 2021 in 2021 60th IEEE Conference on Decision and Control (CDC) |
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Markov Decision Processes with Average-Value-at-Risk criteria JOURNAL ARTICLE published December 2011 in Mathematical Methods of Operations Research |
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Minimizing spectral risk measures applied to Markov decision processes JOURNAL ARTICLE published August 2021 in Mathematical Methods of Operations Research |
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Risk-Constrained Markov Decision Processes JOURNAL ARTICLE published September 2014 in IEEE Transactions on Automatic Control Research funded by NSF (IIS-0917410) | NSF CAREER Award (CNS-0954116) | ONR Young Investigator Award (N000141210766) |
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Equivalence classes for optimizing risk models in Markov decision processes JOURNAL ARTICLE published October 2004 in Mathematical Methods of Operational Research |
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Linear and dynamic programming approaches to degenerate risk-sensitive reward processes PROCEEDINGS ARTICLE published December 2017 in 2017 IEEE 56th Annual Conference on Decision and Control (CDC) |
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On Risk-Sensitive Ergodic Impulsive Control of Markov Processes JOURNAL ARTICLE published January 2002 in Applied Mathematics & Optimization |
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Verification of Markov Decision Processes with Risk-Sensitive Measures PROCEEDINGS ARTICLE published June 2018 in 2018 Annual American Control Conference (ACC) |
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Optimal control of average reward constrained continuous-time finite Markov decision processes PROCEEDINGS ARTICLE published in Proceedings of the 41st IEEE Conference on Decision and Control, 2002. |
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Bayesian parameter estimation and adaptive control of Markov processes with time-averaged cost JOURNAL ARTICLE published 1998 in Applicationes Mathematicae |
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Unbounded cost Markov decision processes with limsup and liminf average criteria: new conditions JOURNAL ARTICLE published July 2005 in Mathematical Methods of Operations Research |
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A unified framework for risk-sensitive Markov control processes PROCEEDINGS ARTICLE published December 2014 in 53rd IEEE Conference on Decision and Control |
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Learning Algorithms for Markov Decision Processes with Average Cost JOURNAL ARTICLE published January 2001 in SIAM Journal on Control and Optimization |
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Ordinary Differential Equation Methods for Markov Decision Processes and Application to Kullback--Leibler Control Cost JOURNAL ARTICLE published January 2018 in SIAM Journal on Control and Optimization Research funded by Agence Nationale de la Recherche (ANR-16-CEO5-0008) | National Science Foundation (1609131,CPS-1259040) |
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Risk sensitive impulse control of non-Markovian processes JOURNAL ARTICLE published August 2011 in Mathematical Methods of Operations Research |
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Cost-Optimal Control of Markov Decision Processes Under Signal Temporal Logic Constraints PROCEEDINGS ARTICLE published 20 December 2021 in 2021 Seventh Indian Control Conference (ICC) Research funded by National Science Foundation (NSF) (1839842,1846524) | Office of Naval Research (ONR) (N00014-20-1-2258) | Defense Advanced Research Projects Agency (DARPA) (HR00112010003) |
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Q-Learning for Risk-Sensitive Control JOURNAL ARTICLE published May 2002 in Mathematics of Operations Research |
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Average cost Markov decision processes under the hypothesis of Doeblin JOURNAL ARTICLE published December 1991 in Annals of Operations Research |
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Discounted approximations in risk-sensitive average Markov cost chains with finite state space JOURNAL ARTICLE published April 2020 in Mathematical Methods of Operations Research |
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On the optimality equation for average cost Markov decision processes and its validity for inventory control JOURNAL ARTICLE published October 2022 in Annals of Operations Research |