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Optimisation of the Topology of a Multi-Layer Perceptron

By Gean Saturno Gonçalves

Optimisation of the Topology of a Multi-Layer Perceptron Mathematics

Optimisation of the Topology of a Multi-Layer Perceptron

0 - Default Title
Description
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.
Product details
Binding:
Paperback
Number of Pages:
76
Release Date:
2025-12-28
Publication Date:
2025-12-28
Publisher:
Our Knowledge Publishing
Languages:
Original: English
ISBN10:
6209448003
ISBN13:
9786209448003
GPSR Manufacturer Reference:
[email protected]
Weight:
131 g
Height:
150 cm
Width:
220 cm
Thickness:
5 cm
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