Analysis and Application of Min-Cost Transition Systems to Business Process Management

Xiwen Feng, Dong Han, Yinhua Tian
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引用次数: 2

Abstract

To improve the efficiency of conformance checking in process mining, new alignment approaches are presented between event logs and process models based on the min-cost transition systems of Petri nets. An algorithm is presented to obtain the transition system with the minimum cost based on the product of the event net and process net. The min-cost transition system is a directed acyclic graph, where the paths from the initial node to the final node include all optimal alignments between the trace and the process model based on the given cost function. Two algorithms are proposed to calculate an optimal alignment and all optimal alignments, respectively. All algorithms are implemented in ProM platform. After a series of the simulation experiments, the feasibility and effectiveness of the proposed approaches are illustrated.
最小成本转换系统在业务流程管理中的分析与应用
为了提高过程挖掘中一致性检查的效率,提出了基于Petri网最小成本转移系统的事件日志与过程模型对齐的新方法。提出了一种基于事件网和过程网积的代价最小的过渡系统算法。最小代价转移系统是一个有向无环图,其中从初始节点到最终节点的路径包括基于给定代价函数的轨迹和过程模型之间的所有最优对齐。提出了计算最优对齐和计算所有最优对齐的两种算法。所有算法均在ProM平台上实现。通过一系列的仿真实验,验证了所提方法的可行性和有效性。
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