A Mixed-Integer linear programming based training and feature selection method for artificial neural networks using piece-wise linear approximations

•A piece-wise linear ANN training is proposed.•Non-convex layers in ANNs are approximated using piece-wise linear segments.•The method detects the optimum features to be selected for ANNs.•Layer and objective function convexities bring about unique solutions.•Convexity of the method benefits from co...

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Bibliographic Details

Published in:	Chemical engineering science Vol. 249; p. 117273
Main Authors:	Sildir, Hasan, Aydin, Erdal
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 15.02.2022
Subjects:	Artificial neural networks Feature selection Machine learning Mixed-integer programming Piece-wise linear artificial neural networks Feature selection Piece-wise linear artificial neural networks Mixed-integer programming Machine learning Artificial neural networks
ISSN:	0009-2509
Online Access:	Get full text
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