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Business Process Verification and Restructuring LTL Formula Based on Machine Learning Approach

机译:基于机器学习方法的业务流程验证与重组LTL公式

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It is important to deal with rapidly changing environments (regulations, customer behavior change, and process improvement etc.) to keep achieving business goals. Therefore, verification for business process in various phases are needed to make sure of goal achievements. LTL (Linear Temporal Logic) verification is an important method for checking a specific property to be satisfied with business processes, but correctly writing formal language like LTL is difficult. Lacks of domain knowledge and knowledge of mathematical logics have bad influence on writing LTL formulas. In this paper, we use LTL verification and prediction based on decision tree learning for verification of specific properties. Furthermore, we helps writing properly LTL formula for representing the correct desirable property using decision tree constrction. We conducted a case study for evaluations.
机译:应对瞬息万变的环境(法规,客户行为更改和流程改进等)以保持实现业务目标非常重要。因此,需要在各个阶段对业务流程进行验证,以确保实现目标。 LTL(线性时态逻辑)验证是检查特定属性以使业务流程满意的一种重要方法,但是很难像LTL一样正确编写形式语言。领域知识和数学逻辑知识的缺乏对编写LTL公式有不良影响。在本文中,我们使用基于决策树学习的LTL验证和预测来验证特定属性。此外,我们还帮助编写正确的LTL公式,以使用决策树构造来表示正确的期望属性。我们进行了案例研究以进行评估。

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