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Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network

Year 2018, Volume 46, Issue 4, 473 - 480, 01.11.2018

Abstract

The aim of the study is to predict the gender of Darevskia bithynica by using a feed-forward back-propagation artificial neural network (ANN). Nine morphological characters were used as an input parameters of the model. The gender type male or female is the output parameter. The total number of data is 115. In order to train, validate and test the ANN model 70%, 15% and 15% of the total data are randomly selected, respectively. The regression coefficient (R) values are evaluated as prediction performance. The network’s layer with tangent sigmoid activation functions predicts the lizard gender with R values as 0.98, 0.97 and 0.96 for training, testing and all data, respectively. The mean square error (MSE) values for training and testing data are calculated as 0.0145 and 0.0161, respectively. The obtained results satisfactorily confirm the high ability of the ANNs in predicting the gender of Darevskia bithynica.

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Year 2018, Volume 46, Issue 4, 473 - 480, 01.11.2018

Abstract

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Details

Primary Language English
Subjects Engineering
Journal Section Articles
Authors

Çağın Kandemir ÇAVAŞ This is me
dokuz eylül computer science
Andorra


Yusuf KUMLUTAŞ
DOKUZ EYLUL UNIVERSITY, FACULTY OF SCIENCE, DEPARTMENT OF BIOLOGY
Türkiye


Kamil CANDAN
DOKUZ EYLUL UNIVERSITY, FACULTY OF SCIENCE, DEPARTMENT OF BIOLOGY
0000-0002-6934-3971
Türkiye


Çetin ILGAZ
DOKUZ EYLUL UNIVERSITY, FACULTY OF SCIENCE, DEPARTMENT OF BIOLOGY
Türkiye

Publication Date November 1, 2018
Published in Issue Year 2018, Volume 46, Issue 4

Cite

Bibtex @research article { hjbc676061, journal = {Hacettepe Journal of Biology and Chemistry}, issn = {2687-475X}, eissn = {2687-475X}, address = {Hacettepe Üniversitesi Fen Fakültesi, 06532, Beytepe/ ANKARA/ TÜRKİYE}, publisher = {Hacettepe University}, year = {2018}, volume = {46}, number = {4}, pages = {473 - 480}, title = {Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network}, key = {cite}, author = {Çavaş, Çağın Kandemir and Kumlutaş, Yusuf and Candan, Kamil and Ilgaz, Çetin} }
APA Çavaş, Ç. K. , Kumlutaş, Y. , Candan, K. & Ilgaz, Ç. (2018). Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network . Hacettepe Journal of Biology and Chemistry , 46 (4) , 473-480 . Retrieved from https://dergipark.org.tr/en/pub/hjbc/issue/50596/676061
MLA Çavaş, Ç. K. , Kumlutaş, Y. , Candan, K. , Ilgaz, Ç. "Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network" . Hacettepe Journal of Biology and Chemistry 46 (2018 ): 473-480 <https://dergipark.org.tr/en/pub/hjbc/issue/50596/676061>
Chicago Çavaş, Ç. K. , Kumlutaş, Y. , Candan, K. , Ilgaz, Ç. "Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network". Hacettepe Journal of Biology and Chemistry 46 (2018 ): 473-480
RIS TY - JOUR T1 - Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network AU - Çağın Kandemir Çavaş , Yusuf Kumlutaş , Kamil Candan , Çetin Ilgaz Y1 - 2018 PY - 2018 N1 - DO - T2 - Hacettepe Journal of Biology and Chemistry JF - Journal JO - JOR SP - 473 EP - 480 VL - 46 IS - 4 SN - 2687-475X-2687-475X M3 - UR - Y2 - 2018 ER -
EndNote %0 Hacettepe Journal of Biology and Chemistry Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network %A Çağın Kandemir Çavaş , Yusuf Kumlutaş , Kamil Candan , Çetin Ilgaz %T Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network %D 2018 %J Hacettepe Journal of Biology and Chemistry %P 2687-475X-2687-475X %V 46 %N 4 %R %U
ISNAD Çavaş, Çağın Kandemir , Kumlutaş, Yusuf , Candan, Kamil , Ilgaz, Çetin . "Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network". Hacettepe Journal of Biology and Chemistry 46 / 4 (November 2018): 473-480 .
AMA Çavaş Ç. K. , Kumlutaş Y. , Candan K. , Ilgaz Ç. Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network. HJBC. 2018; 46(4): 473-480.
Vancouver Çavaş Ç. K. , Kumlutaş Y. , Candan K. , Ilgaz Ç. Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network. Hacettepe Journal of Biology and Chemistry. 2018; 46(4): 473-480.
IEEE Ç. K. Çavaş , Y. Kumlutaş , K. Candan and Ç. Ilgaz , "Sexual Dimorphism Prediction of Darevskia bithynica (Méhely 1909) from Northwestern Anatolia, Turkey by Using Artificial Neural Network", Hacettepe Journal of Biology and Chemistry, vol. 46, no. 4, pp. 473-480, Nov. 2018