An Application of Data Envelopment Analysis and Machine Learning Approach to Risk Management

An Application of Data Envelopment Analysis and Machine Learning Approach to Risk Management

An integrated method comprising DEA and machine learning for risk management is proposed in this paper. Initially, in the process of risk assessment, the DEA cross-efficiency method is used to evaluate a set of risk factors obtained from the FMEA. This FMEA-DEA cross-efficiency method not only overc...

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Bibliographic Details
Main Authors: Suriyan Jomthanachai, Wai-Peng Wong, Chee-Peng Lim
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Data envelopment analysis (DEA)
DEA cross-efficiency
machine learning (ML)
artificial neural network (ANN)
failure mode and effect analysis (FMEA)
risk management
Online Access:https://ieeexplore.ieee.org/document/9448528/

Internet

https://ieeexplore.ieee.org/document/9448528/

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