A Formal Approach to Optimally Configure a Fully Connected Multilayer Hybrid Neural Network

A Formal Approach to Optimally Configure a Fully Connected Multilayer Hybrid Neural Network

This paper is devoted to a novel formal analysis, optimizing the learning models for feedforward multilayer neural networks with hybrid structures. The proposed mathematical description replicates a specific switched-type optimal control problem (OCP). We have developed an equivalent, optimal contro...

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Bibliographic Details
Main Authors: Goutam Chakraborty, Vadim Azhmyakov, Luz Adriana Guzman Trujillo
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Mathematics
Subjects:
feedforward network
hybrid activation layers
deep network
discrete dynamic systems
switched optimal control
Online Access:https://www.mdpi.com/2227-7390/13/1/129
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