Considering processes of a business in a recommender system is highly advantageous. Although most studies in the business process analysis domain are of descriptive and predictive nature, the feasibility of constructing a process-aware recommender system is assessed in a few works. One reason can be the lack of knowledge on process mining potential for recommendation problems. Therefore, this paper aims to identify and analyze the published studies on process-aware recommender system techniques in business process management and process mining domain. A systematic review was conducted on 33 academic articles published between 2008 and 2020 according to several aspects. In this regard, we provide a state-of-the-art review with critical details and researchers with a better perception of which path to pursue in this field. Moreover, based on a knowledge base and holistic perspective, we discuss some research gaps and open challenges in this field.
翻译:虽然业务流程分析领域的大多数研究都是描述性和预测性的,但建立了解流程建议系统的可行性则在少数著作中进行评估,原因之一是缺乏关于建议问题所涉进程采矿潜力的知识,因此,本文件旨在确定和分析已公布的关于业务流程管理和进程采矿领域了解流程建议系统技术的研究报告,根据几个方面对2008年至2020年期间发表的33篇学术文章进行了系统审查,在这方面,我们提供了最新技术审查,提供了关键细节和研究人员,更好地了解了该领域的前进道路。此外,我们根据知识基础和整体观点,讨论了该领域的一些研究差距和公开挑战。