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Approximate reasoning for real-time probabilistic processes

机译:实时概率过程的近似推理

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We develop a pseudo-metric analogue of bisimulation for generalizedsemi-Markov processes. The kernel of this pseudo-metric corresponds tobisimulation; thus we have extended bisimulation for continuous-timeprobabilistic processes to a much broader class of distributions thanexponential distributions. This pseudo-metric gives a useful handle onapproximate reasoning in the presence of numerical information -- such asprobabilities and time -- in the model. We give a fixed point characterizationof the pseudo-metric. This makes available coinductive reasoning principles forreasoning about distances. We demonstrate that our approach is insensitive topotentially ad hoc articulations of distance by showing that it is intrinsic toan underlying uniformity. We provide a logical characterization of thisuniformity using a real-valued modal logic. We show that several quantitativeproperties of interest are continuous with respect to the pseudo-metric. Thus,if two processes are metrically close, then observable quantitative propertiesof interest are indeed close.
机译:我们为广义半马尔可夫过程开发了双模拟的伪度量模拟。该伪度量的内核对应于双仿真;因此,我们将连续时间概率过程的双模拟扩展到比指数分布更广泛的分布类别。在模型中存在数值信息(例如概率和时间)的情况下,该伪度量为处理近似推理提供了有用的处理方法。我们给出伪度量的定点特征。这提供了用于推理距离的协同推理原理。通过证明它是潜在的统一性的内在因素,我们证明了我们的方法对距离的潜在临时表达不敏感。我们使用实值模态逻辑对这种均匀性进行逻辑表征。我们表明,感兴趣的几个定量属性相对于伪度量是连续的。因此,如果两个过程在度量上接近,则可观察到的有意义的定量特性确实接近。

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