Gap Analysis of Business Processes using Behavioral, Structural, and Semantic Similarity Calculations

Afrianda Cahyapratama, R. Sarno
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Abstract

Business process is a collection of all activities and tasks in achieving the goals of a company or an organization. This study aims to find the gap value obtained from the business process model matching technique. Process model matching can be used to identify similar processes or activities in a business process model. There are three things in finding similarities between each process model, including the similarity of label, structural similarity, and behavioral similarity. Probabilistic Latent Semantic Analysis is used to get the probability of topics. The calculation result of the probability of the document in the topic with the similarity value obtained is 0.063. Dice Coefficient is used to calculate the similarity of the structure of the business process model compared to showing the similarity results with a precision value of 0.695. Jaccard Coefficient is used to calculate the similarity of behavior of a business process model compared to showing the results of similarities with a precision value of 0.342. By looking at the precision value of the three mechanisms for measuring similarities, it can be said that business processes that are running are actually not in accordance with the business processes in the SOP.
使用行为、结构和语义相似度计算的业务流程差距分析
业务流程是实现公司或组织目标的所有活动和任务的集合。本研究旨在找出业务流程模型匹配技术所获得的差距值。流程模型匹配可用于识别业务流程模型中的类似流程或活动。寻找每个流程模型之间的相似性有三个方面,包括标签相似性、结构相似性和行为相似性。概率潜在语义分析用于获取主题的概率。得到的相似度值在该主题中出现的文档的概率计算结果为0.063。Dice Coefficient用于计算业务流程模型结构的相似性,以显示精度值为0.695的相似性结果。Jaccard系数用于计算业务流程模型的行为相似度,并以精度值0.342显示相似度的结果。通过查看用于度量相似性的三种机制的精度值,可以说正在运行的业务流程实际上与SOP中的业务流程不一致。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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