Process Mining Approach Towards Optimization of ERP Business Processes: A Case Study of Healthcare

Today enterprises are growing in size supporting globally distributed and vigorous businesses involving huge number of events. Enterprise Resource Planning (ERP) systems have a particular way of recording activities in the form of event logs. Business Intelligence aims to improve decision making pro...

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Main Authors: Ayesha Rashid, Naveed Anwer Butt, Nauman Riaz Choudhary, Reema Choudhary, Huma Jabeen
Format: Article
Language:English
Published: University of Sindh 2019-02-01
Series:University of Sindh Journal of Information and Communication Technology
Subjects:
Online Access:http://sujo2.usindh.edu.pk/index.php/USJICT/article/view/156
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spelling doaj-b2c91460a71a43cfbadda3e43c11283a2020-11-24T23:58:38ZengUniversity of SindhUniversity of Sindh Journal of Information and Communication Technology2521-55822523-12352019-02-0131716156Process Mining Approach Towards Optimization of ERP Business Processes: A Case Study of HealthcareAyesha Rashid0Naveed Anwer ButtNauman Riaz ChoudharyReema ChoudharyHuma JabeenUniversity of GujratToday enterprises are growing in size supporting globally distributed and vigorous businesses involving huge number of events. Enterprise Resource Planning (ERP) systems have a particular way of recording activities in the form of event logs. Business Intelligence aims to improve decision making processes and efficiency of the systems for that, organizations having ERP systems apply process mining techniques to extract information from event logs and analyze the actual business processes underlying the organizations. In this paper we have focused on one of the three features of process mining application i.e. discovery of process model with control flow perspective. Case study of a Pakistani Enterprise has been presented to analyze the results of three applied discovery algorithms Alpha Miner, Fuzzy Model and Heuristic Miner have determined the most frequent behaviors underlying its complaint monitoring process. To have so-called ideal process model discovery, preprocessing is the most essential and initial phase. ProM framework and DISCO tool has been used to analyze and visualize the results of process mining techniques.http://sujo2.usindh.edu.pk/index.php/USJICT/article/view/156conformance, ERP systemData MiningProcess Mining
collection DOAJ
language English
format Article
sources DOAJ
author Ayesha Rashid
Naveed Anwer Butt
Nauman Riaz Choudhary
Reema Choudhary
Huma Jabeen
spellingShingle Ayesha Rashid
Naveed Anwer Butt
Nauman Riaz Choudhary
Reema Choudhary
Huma Jabeen
Process Mining Approach Towards Optimization of ERP Business Processes: A Case Study of Healthcare
University of Sindh Journal of Information and Communication Technology
conformance, ERP system
Data Mining
Process Mining
author_facet Ayesha Rashid
Naveed Anwer Butt
Nauman Riaz Choudhary
Reema Choudhary
Huma Jabeen
author_sort Ayesha Rashid
title Process Mining Approach Towards Optimization of ERP Business Processes: A Case Study of Healthcare
title_short Process Mining Approach Towards Optimization of ERP Business Processes: A Case Study of Healthcare
title_full Process Mining Approach Towards Optimization of ERP Business Processes: A Case Study of Healthcare
title_fullStr Process Mining Approach Towards Optimization of ERP Business Processes: A Case Study of Healthcare
title_full_unstemmed Process Mining Approach Towards Optimization of ERP Business Processes: A Case Study of Healthcare
title_sort process mining approach towards optimization of erp business processes: a case study of healthcare
publisher University of Sindh
series University of Sindh Journal of Information and Communication Technology
issn 2521-5582
2523-1235
publishDate 2019-02-01
description Today enterprises are growing in size supporting globally distributed and vigorous businesses involving huge number of events. Enterprise Resource Planning (ERP) systems have a particular way of recording activities in the form of event logs. Business Intelligence aims to improve decision making processes and efficiency of the systems for that, organizations having ERP systems apply process mining techniques to extract information from event logs and analyze the actual business processes underlying the organizations. In this paper we have focused on one of the three features of process mining application i.e. discovery of process model with control flow perspective. Case study of a Pakistani Enterprise has been presented to analyze the results of three applied discovery algorithms Alpha Miner, Fuzzy Model and Heuristic Miner have determined the most frequent behaviors underlying its complaint monitoring process. To have so-called ideal process model discovery, preprocessing is the most essential and initial phase. ProM framework and DISCO tool has been used to analyze and visualize the results of process mining techniques.
topic conformance, ERP system
Data Mining
Process Mining
url http://sujo2.usindh.edu.pk/index.php/USJICT/article/view/156
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