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Stochastic switched systems are a relevant class of stochastic hybrid systems with probabilistic evolution over a continuous domain and control-dependent discrete dynamics over a finite set of modes. In the past few years several different…

最优化与控制 · 数学 2014-07-11 Majid Zamani , Alessandro Abate , Antoine Girard

The execution time of programs is a key element in many areas of computer science, mainly those where achieving good performance (e.g., scheduling in cloud computing) or a predictable one (e.g., meeting deadlines in embedded systems) is the…

分布式、并行与集群计算 · 计算机科学 2020-07-13 Matheus Henrique Junqueira Saldanha

We present a new method for statistical verification of quantitative properties over a partially unknown system with actions, utilising a parameterised model (in this work, a parametric Markov decision process) and data collected from…

机器学习 · 计算机科学 2017-07-06 Elizabeth Polgreen , Viraj Wijesuriya , Sofie Haesaert , Alessandro Abate

This paper presents efficient algorithms for testing the finite, polynomial, and exponential ambiguity of finite automata with $\epsilon$-transitions. It gives an algorithm for testing the exponential ambiguity of an automaton $A$ in time…

计算复杂性 · 计算机科学 2008-02-25 Cyril Allauzen , Mehryar Mohri , Ashish Rastogi

In this paper, a simulation-based method for the analysis and design of abstracted models for a stochastic hybrid system is proposed. The accuracy of a model is evaluated in terms of its capability to reproduce the system output for all the…

系统与控制 · 计算机科学 2014-05-29 M. Prandini , S. Garatti , R. Vignali

The bottleneck in the quantitative analysis of Markov chains and Markov decision processes against specifications given in LTL or as some form of nondeterministic B\"uchi automata is the inclusion of a determinisation step of the automaton…

计算机科学中的逻辑 · 计算机科学 2015-04-27 Ernst Moritz Hahn , Guangyuan Li , Sven Schewe , Andrea Turrini , Lijun Zhang

This paper presents a fully distributed resource discovery and reservation system. Verification of such a system is important to ensure the execution of distributed applications on a set of resources in appropriate conditions. A semi-formal…

分布式、并行与集群计算 · 计算机科学 2016-08-03 Camille Coti

In this paper, we propose a new logic for expressing and reasoning about probabilistic hyperproperties. Hyperproperties characterize the relation between different independent executions of a system. Probabilistic hyperproperties express…

计算机科学中的逻辑 · 计算机科学 2018-04-06 Erika Abraham , Borzoo Bonakdarpour

Applying automated reasoning tools for decision support and analysis in law has the potential to make court decisions more transparent and objective. Since there is often uncertainty about the accuracy and relevance of evidence,…

人工智能 · 计算机科学 2020-09-15 Inga Ibs , Nico Potyka

Stochastic branching processes are a classical model for describing random trees, which have applications in numerous fields including biology, physics, and natural language processing. In particular, they have recently been proposed to…

计算机科学中的逻辑 · 计算机科学 2012-06-07 Taolue Chen , Klaus Dräger , Stefan Kiefer

Next-generation intelligent systems must plan and execute complex tasks with imperfect information about their environment. As a result, plans must also include actions to learn about the environment. This is known as active perception.…

系统与控制 · 电气工程与系统科学 2021-11-04 Rafael Rodrigues da Silva , Vince Kurtz , Hai Lin

Roboticists are trying to replicate animal behavior in artificial systems. Yet, quantitative bounds on capacity of a moving platform (natural or artificial) to express information in the environment are not known. This paper presents a…

机器人学 · 计算机科学 2019-09-20 Amy LaViers

A commonly-used representation for motion prediction of actors is a sequence of waypoints (comprising positions and orientations) for each actor at discrete future time-points. While this approach is simple and flexible, it can exhibit…

计算机视觉与模式识别 · 计算机科学 2022-03-08 Zhaoen Su , Chao Wang , Henggang Cui , Nemanja Djuric , Carlos Vallespi-Gonzalez , David Bradley

Hyperproperties are properties that describe the correctness of a system as a relation between multiple executions. Hyperproperties generalize trace properties and include information-flow security requirements, like noninterference, as…

计算机科学中的逻辑 · 计算机科学 2020-10-14 Rayna Dimitrova , Bernd Finkbeiner , Hazem Torfah

In this paper we present two interesting properties of stochastic cellular automata that can be helpful in analyzing the dynamical behavior of such automata. The first property allows for calculating cell-wise probability distributions over…

形式语言与自动机理论 · 计算机科学 2015-08-20 Witold Bołt , Jan M. Baetens , Bernard DeBaets

Probabilistic programming languages represent complex data with intermingled models in a few lines of code. Efficient inference algorithms in probabilistic programming languages make possible to build unified frameworks to compute…

机器学习 · 统计学 2016-07-15 Anh Tong , Jaesik Choi

In this paper we extend the predicate logic introduced in [Beauquier et al. 2002] in order to deal with Semi-Markov Processes. We prove that with respect to qualitative probabilistic properties, model checking is decidable for this logic…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Ruggero Lanotte , Daniele Beauquier

Probabilistic programming has emerged as a powerful paradigm in statistics, applied science, and machine learning: by decoupling modelling from inference, it promises to allow modellers to directly reason about the processes generating…

机器学习 · 统计学 2019-06-10 Maria I. Gorinova , Dave Moore , Matthew D. Hoffman

We revisit closed-loop performance guarantees for Model Predictive Control in the deterministic and stochastic cases, which extend to novel performance results applicable to receding horizon control of Partially Observable Markov Decision…

最优化与控制 · 数学 2020-05-01 Martin A. Sehr , Robert R. Bitmead

Inspired by the need for effective stochastic models to describe the complex behavior of biological motor proteins that move on linear tracks exact results are derived for the velocity and dispersion of simple linear sequential models (or…

统计力学 · 物理学 2009-10-31 Anatoly B. Kolomeisky , Michael E. Fisher