Emotion classification using hidden layer outputs
| dc.contributor.author | Günler,M.A. | |
| dc.contributor.author | Tora,H. | |
| dc.contributor.other | Airframe and Powerplant Maintenance | |
| dc.contributor.other | 13. School of Civil Aviation (4-Year) | |
| dc.contributor.other | 01. Atılım University | |
| dc.date.accessioned | 2024-07-05T15:43:49Z | |
| dc.date.available | 2024-07-05T15:43:49Z | |
| dc.date.issued | 2012 | |
| dc.description.abstract | Neural network (NN) with Multi-Layer Perceptron (MLP) is a supervised learning algorithm composed of artificial neurons. Multilayer NN is capable of solving nonlinear classification problems such as emotion identification by using facial expressions that is presented in this paper. Hidden layer outputs of NN provide useful information about facial appearance. This study addresses that without fully training NN hidden layer outputs can be used as feature. It is shown that an acceptable recognition rate is obtained by means of hidden layer outputs. © 2012 IEEE. | en_US |
| dc.identifier.doi | 10.1109/INISTA.2012.6247027 | |
| dc.identifier.isbn | 978-146731446-6 | |
| dc.identifier.scopus | 2-s2.0-84866604175 | |
| dc.identifier.uri | https://doi.org/10.1109/INISTA.2012.6247027 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.14411/3668 | |
| dc.language.iso | en | en_US |
| dc.relation.ispartof | INISTA 2012 - International Symposium on INnovations in Intelligent SysTems and Applications -- International Symposium on INnovations in Intelligent SysTems and Applications, INISTA 2012 -- 2 July 2012 through 4 July 2012 -- Trabzon -- 92831 | en_US |
| dc.rights | info:eu-repo/semantics/closedAccess | en_US |
| dc.subject | facial expressions | en_US |
| dc.subject | image processing | en_US |
| dc.subject | Multi layer neural network | en_US |
| dc.title | Emotion classification using hidden layer outputs | en_US |
| dc.type | Conference Object | en_US |
| dspace.entity.type | Publication | |
| gdc.author.institutional | Tora, Hakan | |
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| gdc.description.department | Atılım University | en_US |
| gdc.description.departmenttemp | Günler M.A., Data Communication Department, Vakiflar Bankasi T.A.O EBIS, Ankara, Turkey; Tora H., Electrical and Electronics Engineering Department, Atilim University, Ankara, Turkey | en_US |
| gdc.description.endpage | 4 | |
| gdc.description.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
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