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Analytics Using Machine Learning-Guided Simulations with Application toHealthcare Scenarios

Research output: Chapter in Book or Conference Publication/ProceedingChapterpeer-review

Abstract

Recent trends towards data-driven methodsmay require a substantial rethinking of the process of developing simulation models. In this respect, the chapter aims to promotea discussion on the opportunities and potential for integrating simulation modeling with Machine Learning (ML) in particular. To provide a practical perspective, a realisticuse case related to healthcare is presented, wheresimulation models are developed andassisted by MLpredictions. In a broader sense, we aim to make the case that simulation models can be integrated with data-driven knowledge learnedby ML.
Original languageEnglish (Ireland)
Title of host publicationAnalytics and Knowledge Management
PublisherCRC Press
ISBN (Electronic)9.78114E+12
ISBN (Print)9.78114E+12
DOIs
Publication statusPublished - 1 May 2018

Authors (Note for portal: view the doc link for the full list of authors)

  • Authors
  • Mahmoud Elbattah and Owen Molloy

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