Optimization problems for machine learning: A survey

•Machine learning approaches are presented as optimization formulations.•Supervised and unsupervised learning approaches are surveyed.•Emerging applications in machine learning and deep learning are presented.•The strengths and the shortcomings of the optimization models are discussed.•Potential res...

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Bibliographic Details

Published in:	European journal of operational research Vol. 290; no. 3; pp. 807 - 828
Main Authors:	Gambella, Claudio, Ghaddar, Bissan, Naoum-Sawaya, Joe
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.05.2021
Subjects:	Analytics Deep learning Machine learning Mathematical programming Deep learning Analytics Machine learning Mathematical programming
ISSN:	0377-2217, 1872-6860
Online Access:	Get full text
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