A. Ahrens, O. Purvinis, Detlef Hartleb, J. Zaščerinska, D. Miceviciene
{"title":"Analysis of a Business Environment using Burstiness Parameter: The Case of a Grocery Shop","authors":"A. Ahrens, O. Purvinis, Detlef Hartleb, J. Zaščerinska, D. Miceviciene","doi":"10.5220/0007977600490056","DOIUrl":null,"url":null,"abstract":"Nowadays, bursty business processes are part of our everyday life. Bursty business processes include such processes\nas selling and buying, too. One of the contemporary challenges business environment has to deal with\nis monitoring and controlling of burstiness in business processes. Monitoring and controlling of burstiness in\nbusiness processes often leads to the optimization of business processes. Validation of the model for analysing\nbuyers’ burstiness in business processes revealed the need in optimisation of the proposed model, as the elaborated\nmodel based on gap processes is complex for implementation, as well as for parameter estimation. For\noptimization of the model for analysing buyers’ burstiness in business process, different levels of burstiness\nin the process of buying are studied in this work. Different approaches to modelling buyers’ behaviours are\npresented and evaluated in this work, too. The novel contribution of this work is based on the estimation of\nburstiness. With the proposed solution the level of burstiness can be estimated by taking the mean value and\nthe standard deviation of a gap sequence into account, which always exists for a given sequence. As a practical\napplication, the cash register of a medium size grocery shop in Lithuania is analysed. The novelty of this paper\nis given by the comparison of different approaches to measuring burstiness in real process data. Directions of\nfurther research are proposed.","PeriodicalId":298357,"journal":{"name":"International Conference on Pervasive and Embedded Computing and Communication Systems","volume":"425 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Conference on Pervasive and Embedded Computing and Communication Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5220/0007977600490056","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.