Calculating Bounds on Expected Return and First Passage Times in Finite-State Imprecise Birth-Death Chains
Stavros Lopatatzidis, Jasper De Bock, Gert de Cooman
Abstract
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Stavros Lopatatzidis, Jasper De Bock, Gert de Cooman
Abstract
Open-access reader
We provide simple methods for computing exact bounds on expected return and first passage times in finite-state birth-death chains, when the transition probabilities are imprecise, in the sense that they are only known to belong to convex closed sets of probability mass functions.These so-called imprecise birthdeath chains are special types of time-homogeneous imprecise Markov chains.We also present numerical results and discuss the special case where the local models are linear-vacuous mixtures, for which our methods simplify even more.
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We provide simple methods for computing exact bounds on expected return and first passage times in finite-state birth-death chains, when the transition probabilities are imprecise, in the sense that they are only known to belong to convex closed sets of probability mass functions.These so-called imprecise birthdeath chains are special types of time-homogeneous imprecise Markov chains.We also present numerical results and discuss the special case where the local models are linear-vacuous mixtures, for which our methods simplify even more.
Key concepts: Markov chain, Mathematics, Finite state, Simple (philosophy), Birth–death process, Regular polygon, State (computer science), First-hitting-time model