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Finding Non-compliances with Declarative Process Constraints Through Semantic Technologies

机译:通过语义技术查找与声明性过程约束的不合规

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Business process compliance checking enables organisations to assess whether their processes fulfil a given set of constraints, such as regulations, laws, or guidelines. Whilst many process analysts still rely on ad-hoc, often handcrafted per-case checks, a variety of constraint languages and approaches have been developed in recent years to provide automated compliance checking. A salient example is Declare, a well-established declarative process specification language based on temporal logics. Declare specifies the behaviour of processes through temporal rules that constrain the execution of tasks. So far, however, automated compliance checking approaches typically report compliance only at the aggregate level, using binary evaluations of constraints on execution traces. Consequently, their results lack granular information on violations and their context, which hampers auditability of process data for analytic and forensic purposes. To address this challenge, we propose a novel approach that leverages semantic technologies for compliance checking. Our approach proceeds in two stages. First, we translate Declare templates into statements in SHACL, a graph-based constraint language. Then, we evaluate the resulting constraints on the graph-based, semantic representation of process execution logs. We demonstrate the feasibility of our approach by testing its implementation on real-world event logs. Finally, we discuss its implications and future research directions.
机译:业务流程合规性检查使组织能够评估其流程是否履行了一组特定的约束,例如法规,法律或指南。虽然许多流程分析师仍依赖于临时,但近年来往往是手工制作的每案例检查,近年来已经开发了各种约束语言和方法,以提供自动化的合规检查。声明示例是一种基于时间逻辑的良好的声明性过程规范语言。声明通过限制执行任务的时间规则来指定进程的行为。然而,到目前为止,自动合规性检查方法通常仅在汇总级别报告合规性,使用执行跟踪对约束的二进制评估。因此,它们的结果缺乏关于违规行为及其背景的粒度信息,这妨碍了分析和法医目的的过程数据的审计性。为了解决这一挑战,我们提出了一种新颖的方法,利用语义技术进行合规检查。我们的方法在两个阶段进行。首先,我们将声明模板转换为Shacl的语句,基于图形的约束语言。然后,我们在进程执行日志的基于图形的语义表示上评估生成的约束。我们通过在现实世界事件日志上测试其实现来展示我们的方法的可行性。最后,我们讨论了其影响和未来的研究方向。

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