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Classification of Different Cancer Types by Deep Convolutional Neural Networks

Cilt: 6 1 Nisan 2018
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Classification of Different Cancer Types by Deep Convolutional Neural Networks

Öz

In this study, ten different types of cancer were classified with deep convolutional neural networks (DCNN). A total of 10,000 MRI (Magnetic Resonance Imaging) data were used for ten cancer patients, including 1000 MRI data for each cancer type. Although the images were reduced to 28x28 pixels, the DCNN model performed classification with an accuracy rate of 0.98 after 27 seconds and 15 epochs of training. The error rate in the last epoch in the study is also very close to zero. A highly successful classification has been achieved with the proposed DCNN model.

Anahtar Kelimeler

Kaynakça

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Ayrıntılar

Birincil Dil

İngilizce

Konular

-

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

1 Nisan 2018

Gönderilme Tarihi

13 Eylül 2017

Kabul Tarihi

8 Ocak 2018

Yayımlandığı Sayı

Yıl 2018 Cilt: 6

Kaynak Göster

APA
Nogay, H. S. (2018). Classification of Different Cancer Types by Deep Convolutional Neural Networks. Balkan Journal of Electrical and Computer Engineering, 6, 56-59. https://doi.org/10.17694/bajece.410250
AMA
1.Nogay HS. Classification of Different Cancer Types by Deep Convolutional Neural Networks. Balkan Journal of Electrical and Computer Engineering. 2018;6:56-59. doi:10.17694/bajece.410250
Chicago
Nogay, H. Selcuk. 2018. “Classification of Different Cancer Types by Deep Convolutional Neural Networks”. Balkan Journal of Electrical and Computer Engineering 6 (Nisan): 56-59. https://doi.org/10.17694/bajece.410250.
EndNote
Nogay HS (01 Nisan 2018) Classification of Different Cancer Types by Deep Convolutional Neural Networks. Balkan Journal of Electrical and Computer Engineering 6 56–59.
IEEE
[1]H. S. Nogay, “Classification of Different Cancer Types by Deep Convolutional Neural Networks”, Balkan Journal of Electrical and Computer Engineering, c. 6, ss. 56–59, Nis. 2018, doi: 10.17694/bajece.410250.
ISNAD
Nogay, H. Selcuk. “Classification of Different Cancer Types by Deep Convolutional Neural Networks”. Balkan Journal of Electrical and Computer Engineering 6 (01 Nisan 2018): 56-59. https://doi.org/10.17694/bajece.410250.
JAMA
1.Nogay HS. Classification of Different Cancer Types by Deep Convolutional Neural Networks. Balkan Journal of Electrical and Computer Engineering. 2018;6:56–59.
MLA
Nogay, H. Selcuk. “Classification of Different Cancer Types by Deep Convolutional Neural Networks”. Balkan Journal of Electrical and Computer Engineering, c. 6, Nisan 2018, ss. 56-59, doi:10.17694/bajece.410250.
Vancouver
1.H. Selcuk Nogay. Classification of Different Cancer Types by Deep Convolutional Neural Networks. Balkan Journal of Electrical and Computer Engineering. 01 Nisan 2018;6:56-9. doi:10.17694/bajece.410250

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