Optimisation of the Topology of a Multi-Layer Perceptron: Adjusting the Topology of an Artificial Neural Network - Couverture souple

Saturno Gonçalves, Gean

 
9786209448003: Optimisation of the Topology of a Multi-Layer Perceptron: Adjusting the Topology of an Artificial Neural Network
Couverture souple
ISBN 10 : 6209448003 ISBN 13 : 9786209448003
Editeur : Our Knowledge Publishing, 2025

Synopsis

Artificial intelligence is becoming increasingly present in our society. To this end, several strategies have been created. Artificial Neural Networks was one of them and has several architectures and topologies. The Multiple Perceptron, for example, is a neural network that has a great capacity for generalisation, that is, when used for pattern classification, it is able to correctly classify samples that have never been presented to it, using only its experience with previous classifications. However, the generalisation capacity of the perceptron is proportional to the quality of its topology, i.e., good generalisation requires good topology. However, finding the ideal topology for a perceptron is not a simple task. This work analyses the metrics used to find the best topology for a given problem.

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Éditeur
Our Knowledge Publishing
Date d'édition
2025
Langue
anglais
ISBN 10 
6209448003
ISBN 13 
9786209448003
Reliure
Broché
Nombre de pages
76
Coordonnées du fabricant
non disponible
Personne responsable
non disponible