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Data-driven prescriptive analytics applications: A comprehensive survey

delete2025-06-17
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OA
AI
M
Martin Moesmann
T
Torben Bach Pedersen
DOI:10.1016/j.is.2025.102576delete
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Abstract

Abstract

En 中文
• Surveyed papers cover 10 business domains, from Healthcare to Manufacturing. • Surveyed papers use 5 method types, from machine learning to optimization. • 2 generic workflow patterns, sequential or simultaneous, dominate surveyed papers. • Very few solutions for Prescriptive Analytics on Big Data currently exist. • Data-Driven Prescriptive Analytics needs flexible and scalable methods and tools.
Keywords:
Prescriptive analytics
Survey
Application
Optimization
Machine learning
Big data

Journal

Enterprise Information Systems cover
Enterprise Information Systems
IF:
3.9
Papers:
2.8K
Citations:
1.8K

Organization

No organization information available
Cited Papers

Cited Papers

Predictive and Prescriptive Analytics in Big-data Era
err2019-02-10
err0
PREAI
errPrachi S. Deshpande; Subhash C. Sharma; Sateesh K. Peddoju
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On applying artificial intelligence techniques to maximise passengers comfort and infrastructure reliability in urban railway systems
err
IF0
err2023-06-14
err0
PREAI
errElise Amiel; Markos Anastasopoulos; Guillaume Chevaleyre; Alice Consilvio
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Linking Predictive and Prescriptive Analytics of Elderly and Frail Patient Hospital Services
err
IF0
err2022-06-01
err0
PREAI
errElizabeth Williams; Daniel Gartner; Paul Harper
errShare
errSave
errShare
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A data-driven prioritisation framework to mitigate maintenance impact on passengers during metro line operation
err2024-01-15
err0
errOAAI
errAlice Consilvio; Giulia Vignola; Paula López Arévalo; Federico Gallo; Marco Borinato; Carlo Crovetto
errShare
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Prescriptive process monitoring: Quo vadis?
err2022-09-29
err28
errOAAI
errKubrak, Kateryna; Milani, Fredrik; Nolte, Alexander; Dumas, Marlon
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Development of a cyber physical production system framework for 3D printing analytics
err2023-10-01
err1
PREAI
errSangwan, Kuldip Singh; Kumar, Rishi; Herrmann, Christoph; Sharma, Dev Kartik; Patel, Rushil
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