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Process mining using #x03B1;-algorithm as a tool (A case study of student registration)

机译:以α算法为工具的过程挖掘(学生注册案例研究)

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The α-algorithm is an algorithm used in process mining, aimed at reconstructing causality from a set of sequences of events. In this paper we used alpha algorithm in order to focus on the control flow perspective of students' registration process model in one of the universities in Thailand. The event log consisted of 299 cases and 569 events. Initially the data was received in form of MS Access Database but later using PromImport platform, the data was converted into MXML, a format that commonly is used in Prom. Though the paper applies the α-algorithm in presented case study, yet the α-algorithm could not adequately deal with loops and concurrency of process models. Therefore, the α-algorithm should not be seen as a very practical mining technique as it has its own problems with noise, infrequent/incomplete behavior, and complex routing constructs. Nevertheless, we used the algorithm as a baseline for discussing the challenges related to model discovery of registration process in an academic environment.
机译:α算法是一种用于过程挖掘的算法,旨在从一组事件序列中重构因果关系。在本文中,我们使用alpha算法来关注泰国一所大学中学生注册过程模型的控制流视角。事件日志包括299个案例和569个事件。最初,数据是以MS Access数据库的形式接收的,但后来使用PromImport平台,数据被转换为MXML,这是Prom中常用的格式。尽管本文在案例研究中应用了α算法,但是α算法不能充分处理过程模型的循环和并发性。因此,α算法不应被视为一种非常实用的挖掘技术,因为它具有噪声,不频繁/不完整的行为以及复杂的路由构造等问题。尽管如此,我们还是以算法为基准来讨论与学术环境中注册过程的模型发现有关的挑战。

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