Analysis of a Business Environment using Burstiness Parameter: The Case of a Grocery Shop

A. Ahrens, O. Purvinis, Detlef Hartleb, J. Zaščerinska, D. Miceviciene
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引用次数: 5

Abstract

Nowadays, bursty business processes are part of our everyday life. Bursty business processes include such processes as selling and buying, too. One of the contemporary challenges business environment has to deal with is monitoring and controlling of burstiness in business processes. Monitoring and controlling of burstiness in business processes often leads to the optimization of business processes. Validation of the model for analysing buyers’ burstiness in business processes revealed the need in optimisation of the proposed model, as the elaborated model based on gap processes is complex for implementation, as well as for parameter estimation. For optimization of the model for analysing buyers’ burstiness in business process, different levels of burstiness in the process of buying are studied in this work. Different approaches to modelling buyers’ behaviours are presented and evaluated in this work, too. The novel contribution of this work is based on the estimation of burstiness. With the proposed solution the level of burstiness can be estimated by taking the mean value and the standard deviation of a gap sequence into account, which always exists for a given sequence. As a practical application, the cash register of a medium size grocery shop in Lithuania is analysed. The novelty of this paper is given by the comparison of different approaches to measuring burstiness in real process data. Directions of further research are proposed.
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利用突发参数分析商业环境:以杂货店为例
如今,繁忙的业务流程已成为我们日常生活的一部分。突发业务流程还包括销售和购买等流程。当前业务环境面临的挑战之一是如何对业务流程中的突发事件进行监视和控制。监视和控制业务流程中的突发事件通常会导致业务流程的优化。分析业务流程中买方突发性的模型验证表明,需要优化所提出的模型,因为基于缺口流程的详细模型在实现和参数估计方面都很复杂。为了优化业务流程中购买者突发性分析模型,本文研究了不同层次的购买过程突发性。在这项工作中,也提出和评估了不同的方法来模拟买家的行为。这项工作的新颖贡献是基于对突发性的估计。利用所提出的方法,可以通过考虑间隙序列的均值和标准差来估计间隙序列的突发性水平,而对于给定序列,突发性总是存在的。作为实际应用,本文对立陶宛一家中型杂货店的收银机进行了分析。本文的新颖之处在于对实际过程数据中不同测量方法的比较。提出了进一步研究的方向。
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