Modelling of Growth Curve Models According to Sex in Akkaraman Lambs with Different Methods: Logistik and Gompertz Modeling Example

被引:0
|
作者
Kozakli, Ozge [1 ]
Ceyhan, Ayhan [1 ]
Ziya-Firat, Mehmet [2 ]
机构
[1] Omer Halisdemir Univ, Tarim Bilimleri & Teknol Fak, Hayvansal Uretim Teknol, TR-51240 Bor, Nigde, Turkey
[2] Akdeniz Univ, Ziraat Fak, Zootek Bolumu, TR-07070 Antalya, Turkey
来源
KSU TARIM VE DOGA DERGISI-KSU JOURNAL OF AGRICULTURE AND NATURE | 2022年 / 25卷 / 04期
关键词
Akkaraman sheep; Bayesian Approach; Growth Curve Modeling; Least Squares Estimation; Maximum Likelihood Estimation; BAYESIAN-ANALYSIS; NONLINEAR MODELS; REGRESSION; PARAMETERS; SELECTION; DESCRIBE;
D O I
10.18016/ksutarimdoga.vi.946895
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
In this study, the live weight data of Akkaraman lambs reared in Nigde Omer Halisdemir University Ayhan Sahenk Agricultural Research Application and Research Center were analyzed. Among the growth curve models, Logistic and Gompertz growth models were estimated using Least Squares Estimation (LSE), Maximum Likelihood Estimation and Bayesian methods. LSE and Maximum Likelihood methods, which are from the frequency methods, were compared with other AIC, AICC and BIC values and the results suggested that the best model for both genders was LSE Gompertz model. For the Bayesian method, LSE estimation information used as a priori. The Gompertz model was selected for the two genders by comparing the models estimated with the Bayesian method according to their DIC values. At the end of the study, parameter point estimates of Gompertz Model for male Akkaraman lambs were beta(0) = 86.296, beta(1) = 2.778, beta(2) = 0.014; while parameter point values for female Akkaraman lambs were beta(0) = 54.784 beta(1) = 2.453, beta(2) = 0.014. In addition, the distributions of the model parameters with the Bayesian approach were estimated by the Markov Chain Monte Carlo (MCMC) method, and it was decided that the expected adult body weight of male Akkaraman lambs was higher than that of female Akkaraman lambs.
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页码:916 / 926
页数:11
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