A Goal Programming-Based Methodology for Machine Learning Model Selection Decisions: A Predictive Maintenance Application

A Goal Programming-Based Methodology for Machine Learning Model Selection Decisions: A Predictive Maintenance Application

The paper develops a goal programming-based multi-criteria methodology, for assessing different machine learning (ML) regression models under accuracy and time efficiency criteria. The developed methodology provides users with high flexibility in assessing the models as it allows for a fast and comp...

Full description

Bibliographic Details
Main Authors: Ioannis Mallidis, Volha Yakavenka, Anastasios Konstantinidis, Nikolaos Sariannidis
Format: Article
Language:English
Published: MDPI AG 2021-09-01
Series:Mathematics
Subjects:
machine learning
goal programming
multi-criteria methodology
predictive maintenance
Online Access:https://www.mdpi.com/2227-7390/9/19/2405

Internet

https://www.mdpi.com/2227-7390/9/19/2405

Similar Items