Affiliation:
1. SELÇUK ÜNİVERSİTESİ, ZİRAAT FAKÜLTESİ, ZOOTEKNİ BÖLÜMÜ, ZOOTEKNİ PR.
2. SELÇUK ÜNİVERSİTESİ, ZİRAAT FAKÜLTESİ, ZOOTEKNİ BÖLÜMÜ
3. ESKİŞEHİR OSMANGAZİ ÜNİVERSİTESİ, ZİRAAT FAKÜLTESİ
Abstract
This study's objective is to compare the performances of Random Forest (RF), eXtreme Gradient Boosting (XGBoost), and Bayesian Regularization Neural Network (BRNN) algorithms, which are some data mining algorithms used in final fattening live weight prediction. As the independent variable in the design of the algorithms, some body characteristics taken before fattening of 54 heads of Anatolian Merino lambs, are withers height (WH), rump height (RH), body length (BL), chest girth (CG), Leg girth (LG), and chest depth (CD) was used. The mean±standart errors for the body characteristics of Anatolian Merino lambs were determined to be 63.481±0.538, 63.315±0.501, 78.930±1.140, 60.037±0.549, 47.704±0.543, and 29.926±0.377, respectively. The mean initial live weight (ILW) and the mean final live weight (FLW) were found as 35.89±0.84 and 49.49±0.88 kg, respectively. There was difference of 13.60 kg between ILW and FLW means. The ILW and FLW were shown to positively correlate with body characteristics, and this correlation was statistically significant (P
Subject
Applied Mathematics,General Mathematics
Reference42 articles.
1. Akıllı A, Hülya A. 2020. Evaluation of normalization techniques on neural networks for the prediction of 305-day milk yield. Turk J Agr Eng Res, 1(2): 354-367.
2. Akkol S, Akıllı A, Cemal I. 2017. Comparison of artificial neural network and multiple linear regression for prediction of live weight in hair goats. Yyu J Agric Sci, 27(1): 21-29.
3. Ali M, Eyduran E, Tariq MM, Tırınk C, Abbas F, Bajwa MA, Baloch MH, Nizamani AH, Waheed A, Awan MA, Shah SH, Ahmad Z, Jan S. 2015. Comparison of artificial neural network and decision tree algorithms used for predicting live weight at post weaning period from some biometrical characteristics in Harnai sheep. Pakistan J Zool, 47(6): 1579-1585.
4. Altay Y. 2022. Prediction of the live weight at breeding age from morphological measurements taken at weaning in indigenous Honamli kids using data mining algorithms. Trop Anim Health Prod, 54(3): 1-12.
5. Abbas A, Ullah MA, Waheed A. 2021. Body weight prediction of thalli sheep reared in southern punjab using different data mining algorithms: body weight prediction of thalli sheep. Proc Pak Acad Sci: A, 58(2): 29-38.
Cited by
5 articles.
订阅此论文施引文献
订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献