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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Veröffentlicht in:Jurnal ilmu komputer dan informasi (Journal of computer science and information) (Online) Jg. 11; H. 2; S. 103 - 109
Hauptverfasser: Nafisah, Zumrotun, Rachmadi, Febrian, Imah, Elly Matul
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Universitas Indonesia 29.06.2018
Schlagworte:
face recognition, complex valued backpropagation
ISSN:2088-7051, 2502-9274
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Abstract 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.
AbstractList 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.
Author Nafisah, Zumrotun
Imah, Elly Matul
Rachmadi, Febrian
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Snippet Face recognition is one of biometrical research area that is still interesting. This study discusses the Complex-Valued Backpropagation algorithm for face...
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SubjectTerms face recognition, complex valued backpropagation
Title Face Recognition Using Complex Valued Backpropagation
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