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Process Modeling Recommender Systems

机译:流程建模推荐系统

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The manual construction of business process models is a time-consuming, error-prone task and presents an obstacle to business agility. To facilitate the construction of such models, several modeling support techniques have been suggested. However, while recommendation systems are widely used, e.g., in e-commerce, these techniques are rarely implemented in process modeling tools. The creation of such systems is a complex task since a large number of requirements and parameters have to be taken into account. In order to improve the situation, the authors have developed a data model that can serve as a backbone for the development of process modeling recommender systems (PMRS). This article outlines the systematic development of this model in a stepwise approach using established requirements and validates it against a data model that has been reverse-engineered from a real-world system. In a last step, the paper illustrates an exemplary instantiation of the data model in a Smart Glasses-based modeling environment and discusses business process agility issues. The authors expect their contribution to provide a useful starting point for designing the data perspective of process modeling recommendation features that support business agility in process-intensive environments.
机译:手动构建业务流程模型是一项耗时且容易出错的任务,并给业务敏捷性带来了障碍。为了促进这种模型的构建,已经提出了几种建模支持技术。但是,尽管推荐系统被广泛使用,例如在电子商务中,但是这些技术很少在过程建模工具中实现。由于必须考虑大量的要求和参数,因此创建这样的系统是一项复杂的任务。为了改善这种情况,作者开发了一个数据模型,可以用作开发过程建模推荐系统(PMRS)的基础。本文概述了该模型的系统开发,它使用已建立的需求以逐步的方式进行了开发,并针对已从实际系统进行反向工程的数据模型进行了验证。在最后一步,本文说明了在基于智能眼镜的建模环境中数据模型的示例性实例,并讨论了业务流程敏捷性问题。作者期望他们的贡献将为设计流程建模推荐功能的数据透视图提供有用的起点,这些功能可在流程密集型环境中支持业务敏捷性。

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