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Nakao, H., Jiang, R., & Shen, S. (2021). Distributionally robust partially observable Markov decision process with moment-based ambiguity. SIAM Journal on Optimization, 31(1), 461-488.https://epubs.siam.org/doi/10.1137/19M1268410

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DR-POMDP

Nakao, H., Jiang, R., & Shen, S. (2021). Distributionally robust partially observable Markov decision process with moment-based ambiguity. SIAM Journal on Optimization, 31(1), 461-488.

Implements HSVI algorithm for POMDP and a DR-variant of HSVI for moment-based DR-POMDP.

Prerequisites

Before you use the code, ensure you have met the following requirements:

  • You have access of Gurobi. It is used as the optimization solver for various linear programming and models in the code.

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Nakao, H., Jiang, R., & Shen, S. (2021). Distributionally robust partially observable Markov decision process with moment-based ambiguity. SIAM Journal on Optimization, 31(1), 461-488.https://epubs.siam.org/doi/10.1137/19M1268410

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