Hitting times and probabilities for imprecise Markov chains

T Krak, N T'Joens, J De Bock - International Symposium on …, 2019 - proceedings.mlr.press
We consider the problem of characterising expected hitting times and hitting probabilities for
imprecise Markov chains. To this end, we consider three distinct ways in which imprecise …

Imprecise probabilistic model checking for stochastic multi-agent systems

A Termine, A Antonucci, G Primiero, A Facchini - SN Computer Science, 2023 - Springer
Standard techniques for model checking stochastic multi-agent systems usually assume the
transition probabilities describing the system dynamics to be stationary and completely …

Sum-product laws and efficient algorithms for imprecise Markov chains

J De Bock, A Erreygers, T Krak - Uncertainty in Artificial …, 2021 - proceedings.mlr.press
We propose two sum-product laws for imprecise Markov chains, and use these laws to
derive two algorithms to efficiently compute lower and upper expectations for imprecise …

Logic and model checking by imprecise probabilistic interpreted systems

A Termine, A Antonucci, G Primiero… - Multi-Agent Systems: 18th …, 2021 - Springer
Stochastic multi-agent systems raise the necessity to extend probabilistic model checking to
the epistemic domain. Results in this direction have been achieved by epistemic extensions …

Robust model checking with imprecise Markov reward models

A Termine, A Antonucci, A Facchini… - International …, 2021 - proceedings.mlr.press
In recent years probabilistic model checking has become an important area of research
because of the diffusion of computational systems of stochastic nature. Despite its great …

Two-state imprecise Markov chains for statistical modelling of two-state non-Markovian processes

M Troffaes, T Krak, H Bains - International Symposium on …, 2019 - proceedings.mlr.press
This paper proposes a method for fitting a two-state imprecise Markov chain to time series
data from a two-state non-Markovian process. Such non-Markovian processes are common …

PROBABILISTIC MODEL CHECKING WITH MARKOV MODELS SEMANTICS: NEW DEVELOPMENTS AND APPLICATIONS

A Termine - 2023 - air.unimi.it
Contemporary society is increasingly dependent on the use of autonomous computational
systems. Being sure that these systems behave appropriately and do what they have been …

[引用][C] Model checking for infinite horizon Markov chains

MCM Troffaes - Talk at the Sixth Workshop on Principles and Methods …, 2013