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Towards Context-Aware Business Process Cost Data Analysis Including the Control-Flow Perspective A Process Mining-Based Approach

机译:走向环境感知的业务流程成本数据分析,包括控制流程透视的过程基于过程的方法

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Nowadays, it is crucial for several organizations to look for solutions allowing to reduce costs incurred by the execution of their business processes. Previously, we proposed a general approach for the extension of business process models with cost perspective based on process mining, independently of the model notation. This approach includes a cost data analysis based on applying classification algorithms selected dependently on the case in hand. Moreover, the proposed cost data analysis allows extracting knowledge about factors influencing on cost at process and activity levels. These factors include attributes corresponding only to the organizational and data perspectives. However, the control-flow perspective is not taken into account while it may also have influence on the business process incurred costs at the process level. Moreover, the proposed approach for selecting the appropriate classification algorithm is generally presented and illustrated. Thus, in this paper, we propose to improve the cost data analysis approach by including the control-flow perspective and by providing formal details about the context-aware classification algorithm selection as well as a detailed illustration of the proposed approach. This leads to improve decision making support for business process incurred cost reduction.
机译:如今,对于若干组织来寻找解决方案至关重要,允许降低执行其业务流程所产生的成本。此前,我们提出了一种通过基于过程挖掘的成本透视延伸业务流程模型的一般方法,独立于模型表示法。该方法包括基于在手中依赖性选择的分类算法的成本数据分析。此外,所提出的成本数据分析允许提取关于在过程和活动水平上影响成本的因素的知识。这些因素包括仅对应于组织和数据透视的属性。然而,不考虑控制流程透视图,而在处理级别可能对业务流程产生影响。此外,通常呈现和示出了所提出的选择适当分类算法的方法。因此,在本文中,我们建议通过包括控制流程透视,并通过提供关于上下文感知分类算法选择的形式细节以及所提出的方法的详细说明来改善成本数据分析方法。这导致改善决策支持业务流程所产生的成本降低。

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