Face Recognition Using Complex Valued Backpropagation

Face recognition is one of biometrical research area that is still interesting. This study discusses the Complex-Valued Backpropagation algorithm for face recognition. Complex-Valued Backpropagation is an algorithm modified from Real-Valued Backpropagation algorithm where the weights and activation...

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Podrobná bibliografia
Vydané v:	Jurnal ilmu komputer dan informasi (Journal of computer science and information) (Online) Ročník 11; číslo 2; s. 103 - 109
Hlavní autori:	Nafisah, Zumrotun, Rachmadi, Febrian, Imah, Elly Matul
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Universitas Indonesia 29.06.2018
Predmet:	face recognition, complex valued backpropagation
ISSN:	2088-7051, 2502-9274
On-line prístup:	Získať plný text
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Popis
Shrnutí:	Face recognition is one of biometrical research area that is still interesting. This study discusses the Complex-Valued Backpropagation algorithm for face recognition. Complex-Valued Backpropagation is an algorithm modified from Real-Valued Backpropagation algorithm where the weights and activation functions used are complex. The dataset used in this study consist of 250 images that is classified in 5 classes. The performance of face recognition using Complex-Valued Backpropagation is also compared with Real-Valued Backpropagation algorithm. Experimental results have shown that Complex-Valued Backpropagation performance is better than Real-Valued Backpropagation.
ISSN:	2088-7051 2502-9274
DOI:	10.21609/jiki.v11i2.617