Process mining is a scientific discipline that analyzes event data, often collected in databases called event logs. Recently, uncertain event logs have become of interest, which contain non-deterministic and stochastic event attributes that may represent many possible real-life scenarios. In this paper, we present a method to reliably estimate the probability of each of such scenarios, allowing their analysis. Experiments show that the probabilities calculated with our method closely match the true chances of occurrence of specific outcomes, enabling more trustworthy analyses on uncertain data.

翻译：工艺采矿是一种科学学科,它分析事件数据,通常在称为事件日志的数据库中收集。 最近,不确定事件日志变得令人感兴趣,其中含有非决定性和随机事件属性,可能代表许多可能的真实生活情景。在本文件中,我们提出了一个方法,用以可靠地估计每一种此类情景的概率,并允许对其进行分析。实验表明,用我们的方法计算出来的概率与出现具体结果的真实概率非常吻合,从而使得能够对不确定数据进行更可靠的分析。