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Comparison of Artificial Neural Network and K-Means for Clustering Dairy Cattle     
Yazarlar
Hülya Atıl
Ege Üniversitesi, Türkiye
Dr. Öğr. Üyesi Aslı AKILLI Dr. Öğr. Üyesi Aslı AKILLI
Ahi Evran Üniversitesi, Türkiye
Özet
Artificial neural network models (ANN's) are machine-learning systems, a type of artificial intelligence. They have been inspired by and developed along the working principles of the human brain and its nerve cells. ANN's are especially used in the modelling of nonlinear systems. With the information learned through repeated experience, similar to human learning, ANN's can provide classification, pattern recognition, optimisation and the realisation of forward-looking forecasts. Artificial neural network studies have been performed in animal husbandry in recent years. They have been used for the prediction of yield characteristics and classification, animal breeding, quality assessment, and disease diagnosis. In this study, classification of dairy cattle using artificial neural networks and cluster analysis are compared. Artificial neural networks models were determined to be more successful than cluster analysis.
Anahtar Kelimeler
ANN | Artificial neural network | Classification | Dairy cattle
Makale Türü Özgün Makale
Makale Alt Türü Uluslararası alan indekslerindeki dergilerde yayımlanan tam makale
Dergi Adı International Journal of Sustainable Agricultural Management and Informatics
Dergi ISSN 2054-5827
Dergi Tarandığı Indeksler AGRICOLA (National Agricultural Library)CAB Abstracts - Agriculture and International Development IndexesCAB Abstracts - Animal SciencesCAB Abstracts - Environmental Sciences IndexesCAB Abstracts - Human Sciences Abstracts, CAB Abstracts - Plant Sciences AbstractsCAB Abstracts - Global HealthGoogle Scholar
Makale Dili İngilizce
Basım Tarihi 01-2016
Cilt No 2
Sayı 1
Sayfalar 40 / 52
Doi Numarası 10.1504/IJSAMI.2016.077266
BM Sürdürülebilir Kalkınma Amaçları
Atıf Sayıları
SCOPUS 6
Google Scholar 17
Comparison of Artificial Neural Network and K-Means for Clustering Dairy Cattle

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