A Generalisation of Stationary Distributions, and Probabilistic Program Algebra

Annabelle K. McIver · Electronic Notes in Theoretical Computer Science · 2001

We generalise the classical notion of stationary distributions of Markov processes to a model of probabilistic programs which includes demonic nondeterminism. As well as removing some of the conditions normally required for stationarity, our generalisation allows the development of a complete theory linking stationary behaviour to long-term average behaviour — the latter being an important property that lies outside the expressive range of standard logics for probabilistic programs.

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