Markov decision processes under model uncertainty
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Publication:6146671
DOI10.1111/mafi.12381arXiv2206.06109MaRDI QIDQ6146671
Julian Sester, Mario Šikić, Ariel Neufeld
Publication date: 31 January 2024
Published in: Mathematical Finance (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/2206.06109
Dynamic programming (90C39) Markov and semi-Markov decision processes (90C40) Portfolio theory (91G10)
Cites Work
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- Robust utility maximization for a diffusion market model with misspecified coefficients
- The robust Merton problem of an ambiguity averse investor
- Controlled Markov decision processes with AVaR criteria for unbounded costs
- Markov decision processes with applications to finance.
- Exponential utility maximization under model uncertainty for unbounded endowments
- Robust optimal control using conditional risk mappings in infinite horizon
- Semiparametric estimation of Markov decision processes with continuous state space
- Optimal consumption and portfolio choice with ambiguous interest rates and volatility
- MDP algorithms for portfolio optimization problems in pure jump markets
- Robust expected utility maximization with medial limits
- Multiple-priors optimal investment in discrete time for unbounded utility function
- Probability essentials.
- Robust utility maximisation in markets with transaction costs
- Nonconcave robust optimization with discrete strategies under Knightian uncertainty
- Duality theory for robust utility maximisation
- On linear optimization over Wasserstein balls
- Robust utility maximization under model uncertainty via a penalization approach
- Horizon-unbiased investment with ambiguity
- Constrained portfolio-consumption strategies with uncertain parameters and borrowing costs
- Portfolio Optimization with Ambiguous Correlation and Stochastic Volatilities
- Optimal Investment under Model Uncertainty in Nondominated Models
- Distributionally Robust Markov Decision Processes
- On the small balls problem for equivalent Gaussian measures
- A Survey of Applications of Markov Decision Processes
- ROBUST UTILITY MAXIMIZATION WITH LÉVY PROCESSES
- G-expected utility maximization with ambiguous equicorrelation
- Robust deep hedging
- Machine Learning in Finance
- Q-Learning for Distributionally Robust Markov Decision Processes
- Robust Wasserstein profile inference and applications to machine learning
- Distributionally robust optimization for sequential decision-making
- ROBUST UTILITY MAXIMIZATION IN NONDOMINATED MODELS WITH 2BSDE: THE UNCERTAIN VOLATILITY MODEL
- Swapping the Nested Fixed Point Algorithm: A Class of Estimators for Discrete Markov Decision Models
- Robust Markowitz mean‐variance portfolio selection under ambiguous covariance matrix
- Robust consumption‐investment problem under CRRA and CARA utilities with time‐varying confidence sets
- Optimal Transport
- Distributionally robust portfolio maximization and marginal utility pricing in one period financial markets
- Portfolio diversification and model uncertainty: A robust dynamic mean‐variance approach