2021
DOI: 10.1007/978-981-16-2275-5_24
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Forecasting in Enterprise Resource Planning (ERP) Systems: A Survey

Abstract: Using machine learning in ERP enables the organization to store, manage, and analyze their data to get the right decisions and gain valuable insights that were previously unmanageable. There are many industries and lines of business that contain large volumes of data such as manufacturing, finance, and healthcare … etc. One of the most usages of machine learning in ERP is forecasting which refers to the prediction of the future based on past data. This paper surveys different approaches for forecasting in ERP … Show more

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Cited by 4 publications
(5 citation statements)
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“…Forecasting can help organizations anticipate potential challenges and opportunities and make informed decisions about how to allocate resources to achieve their goals. Furthermore, effective forecasting in a digital context requires access to real-time data, advanced analytics tools, and expertise in emerging technologies (ElMadany et al, 2022). Using these tools and methods, organizations can make more accurate predictions about customer behavior, market trends, and industry developments.…”
Section: Management Functions In the Context Of Digital Transformationmentioning
confidence: 99%
“…Forecasting can help organizations anticipate potential challenges and opportunities and make informed decisions about how to allocate resources to achieve their goals. Furthermore, effective forecasting in a digital context requires access to real-time data, advanced analytics tools, and expertise in emerging technologies (ElMadany et al, 2022). Using these tools and methods, organizations can make more accurate predictions about customer behavior, market trends, and industry developments.…”
Section: Management Functions In the Context Of Digital Transformationmentioning
confidence: 99%
“…These rules can represent policy agreements or definitions related to the criteria applied by organizations in their interactions with customers, partners, or employees, typically expressed in natural language. Additionally, a decision table can be utilized to describe a set of interconnected decision rules using the "If-Then" structure [23].…”
Section: Related Workmentioning
confidence: 99%
“…Most technologically advanced companies use ERP (Enterprise Resource Planning) and APS (Advances Planning and Scheduling) systems to manage planning and scheduling. The largest IT systems of this type, such as SAP, IFS, SYSPRO, Oracle, Microsoft, Asprova, provide only basic forecasting methods, such as [4][5][6]25 • and, some of them, ARIMA.…”
Section: Demand Forecasting In Mass Customization Productionmentioning
confidence: 99%
“…A survey of popular methods can be found among the others in Refs. [4][5][6]. The purpose of this functionality is the reduction of safety stocks and optimization of inventory replenishment [7,8].…”
Section: Introductionmentioning
confidence: 99%