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Umělá neuronová síť RCE

Authors: Maceček, Aleš;

Umělá neuronová síť RCE

Abstract

This paper is focused on an artificial neural network RCE, especially describing the topology, properties and learning algorithm of the network. This paper describes program uTeachRCE developed for learning the RCE network and program RCEin3D, which is created to visualize the RCE network in 3D space. The RCE network is compared with a multilayer neural network with a learning algorithm backpropagation in the practical application of recognition letters. For a descriptions of the letters were chosen moments invariant to rotation, translation and scaling image.

Práce se zabývá umělou neuronovou sítí RCE, zvláště popisem topologie, vlastností a algoritmem učení sítě. Práce obsahuje popis vytvořeného programu uTeachRCE pro učení RCE sítě a programu RCEin3D, vytvořeného pro vizualizaci procesu učení RCE sítě ve 3D prostoru. RCE síť je srovnávána s vícevrstvou umělou neuronovou sítí s algoritmem učení backpropagation při praktické aplikaci rozpoznávání písmen. Pro popis písmen byly zvoleny momenty invariantní na otočení, posun a změnu měřítka obrazu.

B

Country
Czech Republic
Related Organizations
Keywords

momentové invarianty, neuronová síť, neural network, Neuron, RCE, pattern classification, rozpoznávání, moment invariants, Restricted Coulomb Energy, recognition, klasifikace vzorů, vizualizace, visualization, backpropagation

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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