A unified approach to Markov decision problems and performance sensitivity analysis (Q1974013)
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scientific article; zbMATH DE number 1441466
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | A unified approach to Markov decision problems and performance sensitivity analysis |
scientific article; zbMATH DE number 1441466 |
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A unified approach to Markov decision problems and performance sensitivity analysis (English)
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5 June 2001
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The present note provides a unified formulation for the performance sensitivity analysis of Markov chains and Markov decision problems with both infinite horizon average-cost and discounted performance criteria. The approach is based on the concept of \(\alpha\)-potential (of a discounted Poisson equation), which can be estimated on the basis of a single-sample path of Markov chains.
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discounted Lyapunov equations
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perturbation analysis
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sensitivity analysis of Markov chains
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Markov decision problems
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\(\alpha\)-potential
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discounted Poisson equation
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