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We extend the theory of labeled Markov processes with internal nondeterminism, a fundamental concept for the further development of a process theory with abstraction on nondeterministic continuous probabilistic systems. We define…

计算机科学中的逻辑 · 计算机科学 2015-03-17 Pedro D'Argenio , Pedro Sánchez Terraf , Nicolás Wolovick

A labelled Markov process (LMP) consists of a measurable space $S$ together with an indexed family of Markov kernels from $S$ to itself. This structure has been used to model probabilistic computations in Computer Science, and one of the…

概率论 · 数学 2023-06-22 Jan Pachl , Pedro Sánchez Terraf

In this paper we propose a (sub)distribution-based bisimulation for labelled Markov processes and compare it with earlier definitions of state and event bisimulation, which both only compare states. In contrast to those state-based…

计算机科学中的逻辑 · 计算机科学 2017-07-03 Pengfei Yang , David N. Jansen , Lijun Zhang

There exist two notions of equivalence of behavior between states of a Labelled Markov Process (LMP): state bisimilarity and event bisimilarity. The first one can be considered as an appropriate generalization to continuous spaces of Larsen…

计算机科学中的逻辑 · 计算机科学 2022-12-26 Martín Santiago Moroni , Pedro Sánchez Terraf

We assess the descriptive complexity of *bisimilarity* or "equality of behavior" on a family of Markov decision processes over uncountable standard Borel spaces, namely *nondeterministic labelled Markov processes* (NLMP). We show that…

计算机科学中的逻辑 · 计算机科学 2026-04-09 Martín Santiago Moroni , Pedro Sánchez Terraf

We provide a fine classification of bisimilarities between states of possibly different labelled Markov processes (LMP). We show that a bisimilarity relation proposed by Panangaden that uses direct sums coincides with "event bisimilarity"…

计算机科学中的逻辑 · 计算机科学 2024-10-10 Martín Santiago Moroni , Pedro Sánchez Terraf

Bisimulation metrics provide a robust and accurate approach to study the behavior of nondeterministic probabilistic processes. In this paper, we propose a logical characterization of bisimulation metrics based on a simple probabilistic…

计算机科学中的逻辑 · 计算机科学 2016-10-27 Valentina Castiglioni , Daniel Gebler , Simone Tini

For the model of probabilistic labelled transition systems that allow for the co-existence of nondeterminism and probabilities, we present two notions of bisimulation metrics: one is state-based and the other is distribution-based. We…

计算机科学中的逻辑 · 计算机科学 2015-09-14 Yuxin Deng , Wenjie Du , Daniel Gebler

Continuous Markovian Logic (CML) is a multimodal logic that expresses quantitative and qualitative properties of continuous-time labelled Markov processes with arbitrary (analytic) state-spaces, henceforth called continuous Markov processes…

计算机科学中的逻辑 · 计算机科学 2015-07-01 Radu Mardare , Luca Cardelli , Kim G. Larsen

A Markov decision process (MDP) is a state-based dynamical system capable of describing probabilistic behaviour with rewards. In this paper, we view MDPs as coalgebras living in the category of analytic spaces, a very general class of…

计算机科学中的逻辑 · 计算机科学 2025-05-30 Daniel Luckhardt , Harsh Beohar , Clemens Kupke

A labelled Markov decision process is a labelled Markov chain with nondeterminism, i.e., together with a strategy a labelled MDP induces a labelled Markov chain. The model is related to interval Markov chains. Motivated by applications of…

形式语言与自动机理论 · 计算机科学 2020-09-25 Stefan Kiefer , Qiyi Tang

In this paper we study strong and weak bisimulation equivalences for continuous-time Markov decision processes (CTMDPs) and the logical characterizations of these relations with respect to the continuous-time stochastic logic (CSL). For…

计算机科学中的逻辑 · 计算机科学 2013-11-19 Lei Song , Lijun Zhang , Jens Chr. Godskesen

We develop a pseudo-metric analogue of bisimulation for generalized semi-Markov processes. The kernel of this pseudo-metric corresponds to bisimulation; thus we have extended bisimulation for continuous-time probabilistic processes to a…

计算机科学中的逻辑 · 计算机科学 2017-01-11 Vineet Gupta , Radha Jagadeesan , Prakash Panangaden

The bisimulation metric (BSM) is a powerful tool for analyzing state similarities within a Markov decision process (MDP), revealing that states closer in BSM have more similar optimal value functions. While BSM has been successfully…

机器学习 · 计算机科学 2025-12-22 Zhenyu Tao , Wei Xu , Xiaohu You

We study the nature of applicative bisimilarity in $\lambda$-calculi endowed with operators for sampling from continuous distributions. On the one hand, we show that bisimilarity, logical equivalence, and testing equivalence all coincide…

计算机科学中的逻辑 · 计算机科学 2022-07-22 Gilles Barthe , Raphaëlle Crubillé , Ugo Dal Lago , Francesco Gavazzo

In this paper we work on (bi)simulation semantics of processes that exhibit both nondeterministic and probabilistic behaviour. We propose a probabilistic extension of the modal mu-calculus and show how to derive characteristic formulae for…

计算机科学中的逻辑 · 计算机科学 2015-05-19 Yuxin Deng , Rob van Glabbeek

We prove that the relation of bisimilarity between countable labelled transition systems is $\Sigma_1^1$-complete (hence not Borel), by reducing the set of non-wellorders over the natural numbers continuously to it. This has an impact on…

逻辑 · 数学 2015-12-16 Pedro Sánchez Terraf

We consider a discrete time semi-Markov process where the characteristics defining the process depend on a small perturbation parameter. It is assumed that the state space consists of one finite communicating class of states and, in…

概率论 · 数学 2016-03-21 Mikael Petersson

The bisimulation metric (BSM) is a powerful tool for computing state similarities within a Markov decision process (MDP), revealing that states closer in BSM have more similar optimal value functions. While BSM has been successfully…

机器学习 · 计算机科学 2025-11-04 Zhenyu Tao , Wei Xu , Xiaohu You

Bisimulation is a concept that captures behavioural equivalence. It has been studied extensively on nonprobabilistic systems and on discrete-time Markov processes and on so-called continuous-time Markov chains. In the latter time is…

计算机科学中的逻辑 · 计算机科学 2024-01-31 Linan Chen , Florence Clerc , Prakash Panangaden
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