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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| Format: | Article |
| Language: | English |
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Universitas Indonesia
2018-06-01
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| Series: | Jurnal Ilmu Komputer dan Informasi |
| Subjects: | |
| Online Access: | http://jiki.cs.ui.ac.id/index.php/jiki/article/view/617 |
| _version_ | 1818039608512872448 |
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| author | Zumrotun Nafisah Febrian Rachmadi Elly Matul Imah |
| author_facet | Zumrotun Nafisah Febrian Rachmadi Elly Matul Imah |
| author_sort | Zumrotun Nafisah |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-12-10T08:01:20Z |
| format | Article |
| id | doaj.art-f1261571dab3428593c5a45d4ccb2cdd |
| institution | Directory Open Access Journal |
| issn | 2088-7051 2502-9274 |
| language | English |
| last_indexed | 2024-12-10T08:01:20Z |
| publishDate | 2018-06-01 |
| publisher | Universitas Indonesia |
| record_format | Article |
| series | Jurnal Ilmu Komputer dan Informasi |
| spelling | doaj.art-f1261571dab3428593c5a45d4ccb2cdd2022-12-22T01:56:47ZengUniversitas IndonesiaJurnal Ilmu Komputer dan Informasi2088-70512502-92742018-06-0111210310910.21609/jiki.v11i2.617248Face Recognition Using Complex Valued BackpropagationZumrotun Nafisah0Febrian Rachmadi1Elly Matul Imah2Universitas Negeri SurabayaThe University of EdinburghUniversitas Negeri SurabayaFace 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.http://jiki.cs.ui.ac.id/index.php/jiki/article/view/617face recognition, complex valued backpropagation |
| spellingShingle | Zumrotun Nafisah Febrian Rachmadi Elly Matul Imah Face Recognition Using Complex Valued Backpropagation Jurnal Ilmu Komputer dan Informasi face recognition, complex valued backpropagation |
| title | Face Recognition Using Complex Valued Backpropagation |
| title_full | Face Recognition Using Complex Valued Backpropagation |
| title_fullStr | Face Recognition Using Complex Valued Backpropagation |
| title_full_unstemmed | Face Recognition Using Complex Valued Backpropagation |
| title_short | Face Recognition Using Complex Valued Backpropagation |
| title_sort | face recognition using complex valued backpropagation |
| topic | face recognition, complex valued backpropagation |
| url | http://jiki.cs.ui.ac.id/index.php/jiki/article/view/617 |
| work_keys_str_mv | AT zumrotunnafisah facerecognitionusingcomplexvaluedbackpropagation AT febrianrachmadi facerecognitionusingcomplexvaluedbackpropagation AT ellymatulimah facerecognitionusingcomplexvaluedbackpropagation |