首页> 外文会议>International Conference on Business Process Management(BPM 2005); 20050905-08; Nancy(FR) >Mining Hierarchies of Models: From Abstract Views to Concrete Specifications
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Mining Hierarchies of Models: From Abstract Views to Concrete Specifications

机译:模型的挖掘层次:从抽象视图到具体规范

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Process mining techniques have been receiving great attention in the literature for their ability to automatically support process (re)design. The output of these techniques is a concrete workflow schema that models all the possible execution scenarios registered in the logs, and that can be profitably used to support further-coming enactments. In this paper, we face process mining in a slightly different perspective. Indeed, we propose an approach to process mining that combines novel discovery strategies with abstraction methods, with the aim of producing hierarchical views of the process that satisfactorily capture its behavior at different level of details. Therefore, at the highest level of detail, the mined model can support the design of concrete workflows; at lower levels of detail, the views can be used in advanced business process platforms to support monitoring and analysis. Our approach consists of several algorithms which have been integrated into a systems architecture whose description is accounted for in the paper as well.
机译:过程挖掘技术由于其自动支持过程(重新)设计的能力而在文献中受到了极大的关注。这些技术的输出是一个具体的工作流程模式,该模式可以对日志中注册的所有可能的执行方案进行建模,并且可以有利地用于支持将来的法规。在本文中,我们以略有不同的观点面对过程挖掘。确实,我们提出了一种将新发现策略与抽象方法相结合的过程挖掘方法,目的是生成过程的分层视图,以令人满意地捕获其在不同细节级别的行为。因此,以最高的详细程度,挖掘的模型可以支持具体工作流程的设计。在较低的细节级别,视图可用于高级业务流程平台以支持监视和分析。我们的方法由几种算法组成,这些算法已集成到系统体系结构中,本文也对它们进行了说明。

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