Search Results for author: Rebecca Bernemann

Found 2 papers, 0 papers with code

Probabilistic Systems with Hidden State and Unobservable Transitions

no code implementations27 May 2022 Rebecca Bernemann, Barbara König, Matthias Schaffeld, Torben Weis

We consider probabilistic systems with hidden state and unobservable transitions, an extension of Hidden Markov Models (HMMs) that in particular admits unobservable {\epsilon}-transitions (also called null transitions), allowing state changes of which the observer is unaware.

Uncertainty Reasoning for Probabilistic Petri Nets via Bayesian Networks

no code implementations30 Sep 2020 Rebecca Bernemann, Benjamin Cabrera, Reiko Heckel, Barbara König

In particular, Bayesian networks are used as symbolic representations of probability distributions, modelling the observer's knowledge about the tokens in the net.

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