El-Hack Abd,C.B. Hurtado D.M.,Toro M.,Alagawany E.M.,Abdelfattah S.S.,Elnesr S.S. .2019 .Fertility and hatchability in duck eggs. Worlds Poult. Sci. J, 75(4) : 599-608.
Ali M.,E. Eyduran. M.,Tariq M.M.,Tirink. C.,Abbas F.,Bajwa M.A. .2018 .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(1) : 195-1585.
Türker .2021 .Effects of Egg Shape Index on Egg Quality in Partridges. Ordu Univ. J. Sci. Tech, 11 : 140-151.
Alkan S,A S,Karsli T.,Karabağ K. .2014 .Effects of egg weight on egg quality traits in partridge (Alectoris Chukar). J. Appl. Anim. Res.0, (1) : 7.
Almeida L.G.B.,Furian T.Q.,Borges K. A.,Salle and H. L. S. Moraes C. T. P. .2020 .. Artificial Neural Networks on Eggs Production Data Management. Acta Sci. Vet, 48 : 101462-9216.
Anton M.,Nau F.,Nys Y. .2006 .Bioactive egg components and their potential uses. Worlds Poult. Sci. J, 62 : 429-438.
Bekele B.,Melesse A.,Esatu W.,Dessie T. .2022 .Production performance and egg quality evaluation of indigenous chickens across different agro-ecologies of Southern Ethiopia. , 20 : 133-145.
Bello S. F.,Adeola A. C.,Nie Q. .2022 .The study of candidate genes in the improvement of egg production in ducks. Poult. Sci. 101, : .
Bolzan A.C.,Machado R.A.F.,Piaia J.C.Z. .2008 .Egg Hatchability Prediction by Multiple Linear Regression and Artificial Neural Networks. Braz J Poultry Sci. 10, : 97-102.
Breiman L. ,J. Friedman. ,Olshen R.,Stone C.,Wadsworth C. .1984 .Classification and Regression Trees. Chapman and Hall, : .
Canga D.,Yavuz E.,Efe E. .2021 .Egg Weight Estimation with Mars Data Mining Algorithm Using R. KSU J. Agric Nat, 24 : 242-251.
Çelik E.,Eyduran A.Y,Şengül and T Şengül A.Y .2021 .Relationship among egg quality traits in Japanese quails and prediction of egg weight and color using data mining algorithms. Trop Anim Health Prod, 53 : .
Çelik S.,Sogut B.,Sengul T.,Eyduran E.,Sengul A. Y. .2016 .Usability of CART algorithm for determining egg quality characteristics influencing fertility in the eggs of Japanese quail. R. Bras. Zootec, 45(11) : 645-649.
Çelik T.,Şengul H,Inci B.,Soğut A,Şengul A .2017 .Estimation of egg weight fromsome external and internal quality characteristics in quail by using various data mining algorithms. Indian. J. Anim. Sci, 87 : 79871-30.
Çiftsüren M.,Akkol M. .2018 .Prediction of internal egg quality characteristics and variable selection using regularization methods: ridge, LASSO, and elastic net. Arch. Anim. Breed, 61 : 279-284.
Dahloum L.,Yakubu and M. Halbouche A. .2018 .Effects of housing system and plumage colour on egg quality characteristics of indigenous naked-neck chickens. Livest. Res. Rural. Dev, 30(12) : .
Dahloum L.,Moula N.,Halbouche M.,S MignonGrasteau M. .2016 .Phenotypic characterization of the indigenous chickens(Gallus gallus) in the northwest of Algeria, Arch. , 59 : 79-90.
Dastres R,Soori R .2021 .. Artificial Neural Network Systems. Int. J. Imag. Robot, 21 : 2.
Debnath ,T.K. Ghosh .2015 .Phenotypic correlations between some external and internal egg quality traits in Gramapriya layers. Explor. Anim. Medical Res, 5(1) : 78-85.
El-Deghadi A. S.,Ali W. A. H.,Gharib M. G. .2022 .Study for Some Body Weight and Egg Traits in Domyati and Khaki-Campbell Ducks. Agricultural Research, 2(1) : 29-36.
Etuk I.F.,Ojewola G.S,Abasiekong S.F.,K.U. Amaefuleand E. B.Etuk S.F. .2012 .Egg quality of Muscovy ducks reared under different management systems in the humid tropics. Rev. Cient. UDO Agric, 12 : 225-228.
Eyduran E. ,Topal M.,Sonmez A.Y. .2010 .Use of factor scores in multiple regression analysis for estimation of body weight by several body measurements in brown trouts (Salmo trutta fario). Int. J. Agric. Biol, 12 : 611-615.
Eyduran E.,Zaborski D.,Waheed A.,Çelik S.,Karadas K.,Grzesiak W. .2017 .Comparison of the predictive capabilities of several data mining algorithms and multiple linear regression in the prediction of body weight by means of body measurements in the indigenous Beetal goat of Pakistan. Pakistan J. Zool, 49(257) : 257-265.
Eyduran E.,I. Yilmaz E.,Tariq M. M.,Kaygisiz A .2013 .Estimation of 305-d milk yield using regression tree method in Brown Swiss cattle. J. Anim. Plant. Sci, 23 : 731-735.
Gao J.,Zeng T.,Tian Y.,Wu C. .2022 .Genome-wide association study of egglaying traits and egg quality in LingKun chickens. Front. Vet. Sci, 9 : .
Genç ,Mendes .2021 .Evaluating performance and determining optimum sample size for regression tree and automatic linear modeling. Arq. bras. med, 73 : 1678-1402.
Gocheva-Ilieva S.,Yordanova A.,Kulina A. .2022 .Predicting the 305-day milk yield of HolsteinFriesian cows depending on the conformation traits and farm using simplified selective ensembles. Mathematics, 10 : .
Ariza González,A. González,Arbulu A. Arando,Navas F.J.,González F.J. .2022 .Data mining-based discriminant analysis as a tool for the study of egg quality in native hen breeds. Sci. Rep, 12 : .
Grzesiak ,Zaborski ,A .2012 .Examples of the use of data mining methods in animal breeding. , : 303-324.
Grzesiak W.,Zaborski D.,Sablik P.,Zukiewicz A.,Dybus A.,I. Szatkowska A. .2010 .Detection of cows with insemination problems using selected classification models. Comput Electron Agric, 09 : 265-273.
Hartati L,Riyadhi M.,Biyatmoko D.,Sulaiman A.,Simanungkalit G. .2021 .Models of the relationships between egg dimension and egg quality of Alabio duck. Advances in Biological Sciences Research, 20. Proceedings of the International Conference on Improving Tropical Animal Production for Food Security, 220309 : .
Inca S.,Martinez D.A.,Vilchez C. .2020 .Phenotypic correlation between external and internal egg quality characteristics in 85-weekold laying hens. Int. J. Poult. Sci, 346 : 346-355.
Indarsih B.,M. H. Tamzil D.,Kisworo Y.,Aprilianti Y. .2021 .Egg shape index for sex determination of post-hatch chicks in Pekin ducks: a solution for smallholder duck farming in Lombok Indonesia. Livest. Res. Rural. Dev, 33 : .
İpek Aand A,Sözcü Aand A .2013 .. Broiler Chick Quality And Scoring Methods. J. Agricultural Faculty, 27(2) : 131-137.
İpek Aand A,Sözcü Aand A .2017 .Comparison of hatching egg characteristics, embryo development, yolk absorption, hatch window, and hatchability of pekin duck eggs of different weights. Poult. Sci, 96 : 3593-3599.
Ismoyowati J,Sumarmono J .2019 .. IOP Conf. Ser.: Earth Environ. Sci. 372 012070, : .
Jang E .2022 .Correlation between Internal and External Egg Quality Indicators in the Early Phase of HyLine Brown Laying Hens. Korean J. Poult. Sci, 49 : 53-60.
Karadas K.,Tariq M.,Tariq M.M.,Eyduran M.M. .2017 .Measuring predictive performance of data mining and artificial neural network algorithms for predicting lactation milk yield in indigenous Akkaraman sheep. , 49(1) : 8.
Khorshidi-Jalali. ,M. M.R. Mohammadabadi A. Esmailizadeh.,Barazandeh A.,O.I. Babenko A. .2019 .Comparison of Artificial Neural Network and Regression Models for Prediction of Body Weight in Raini Cashmere Goat. Iran. J. Appl. Anim. Sci, 3(9) : 453-461.
Kim J.H .2019 .Multicollinearity and misleading statistical results. Korean. J. Anesthesiol, 72(6) : 558-569.
Labbaci S.,Bourbia Z.,Bouslama Z. .2014 .Reproductive ecology of mallard duck (Anas platyrhynchos) at Tonga lake (North-East of Algeria). Ann. Biol. Res, 5 : 72-78.
Lee D.,Lee S.,Cho B.,Wakholi C.,Seo Y.,Cho S. .2020 .Estimation of carcass weight of Hanwoo (Korean native cattle) as a function of body measurements using statistical models and a neural network. Asian-Australas J. Anim. Sci, 33 : 1633-1641.
Lee B K.,Lessler J.,Stuart E.A. .2010 .Improving propensity score weighting using machine learning. Stat. Med, 29(3) : 337-346.
Li G.,Zhou X.,Chen Y.,Zhang H. .2018 .Comparison of three data mining models for prediction of advanced schistosomiasis prognosis in the Hubei province. PLoS Negl Trop Dis, 12 : .
Lin R.L.,Chen H.P.,Rouvier R.,Marie-Etancelin C. .2016 .Genetic parameters of body weight, egg production, and shell quality traits in the Shan Ma laying duck (Anas platyrhynchos). Poult. Sci, 27520070 : 514-2519.
Liswaniso S.,Qin N.,Tyasi T.L,Chimbaka and I.M. .2021 .Use of data mining algorithms CHAID and CART in predicting egg weight from egg quality traits of indigenous free-range chickens in zambia. 2021/9.2.215.2 20, : 215-220.
Maimon O,Rokach O,Rokach O.,L O. .2005 .eds) Data Mining and Knowledge Discovery Handbook. , : .
Mendeş ,Akkartal .2009 .Regression tree analysis for predicting slaughter weight in broilers. Ital. J. Anim. Sci, 8 : 615-624.
Nasser I.,Abu-Naser I. .2019 .Artificial Neural Network for Predicting Animals Category. Int. j. acad. appl. res.3, : 18-24.
Olawumi S.O,J.T. Ogunlade S.O .2008 .Phenotypic Correlations Between Some External and Internal Egg Quality Traits in the Exotic Isa Brown Layer Breeders. Asian J. Poult. Sci., 30 : 30-35.
Onunkwo D.N and I. C.,Okoro D.N and I. C. .2015 .Phenotypic Correlations between External and Internal Egg Quality Traits in Three Varieties of Helmeted Guinea Fowl from 28 to 46 Weeks of Age. Int. J. Livest. Res, 5 : .
Orhan H.,Eyduran E.,Tatliyer A.,Saygici A. .2016 .Prediction of egg weight from egg quality characteristics via ridge regression and regression tree methods. R. Bras. Zootec, 45 : 380-385.
Oshima ,T. .2016 .All Possible Regressions Using IBM SPSS: A Practitioner's Guide to Automatic Linear Modeling. , : .
Ouaffai A.,Dahloum L.,Fassih A.,Milagh M.,Halbouche M. .2018 .oeuf chez la caille Japonaise (Coturnix coturnix japonica). Arch. de Zootec, 67 : 3651-176.
Pingel H .2011 .Waterfowl Production for Food Security. , 46 : 32-42.
Pinto da Costa ,M. Cabral .2022 .Statistical Methods with Applications in Data Mining, A Review of the Most Recent Works. , 10 : .
Portillo-Salgado R.,Cigarroa-Vázquez F.A.,RuizSesma B.,Mendoza-Nazar P.,HernándezMarín A. .2021 .Prediction of Egg Weight from External Egg Traits of Guinea Fowl Using Multiple Linear Regression and Regression Tree Methods. Braz J Poultry Sci. 23, : 001-006.
Razi M.A.,Athappilly K. .2005 .A comparative predictive analysis of neural networks (NNs), nonlinear regression and classification and regression tree (CART) models. Expert. Syst.Appl, 01(1) : 65-74.
Réhault-Godbert S.,Guyotand N,Nys Y. .2019 .The Golden Egg: Nutritional Value, Bioactivities, and Emerging Benefits for Human Health. , 11 : .
Reyna W.W.,Burggren W.W. .2017 .Altered embryonic development in northern bobwhite quail (Colinus virginianus) induced by preincubation oscillatory thermal stresses mimicking global warming predictions. PloS One, 12(9) : .
Roberts J.R .2004 .Factors Affecting Egg Internal Quality and Egg Shell Quality in Laying Hens. J. Poult. Sci, 41 : 161-177.
Salawu E. O.,Abdulraheem M.,Shoyombo A.,Adepeju A.,Davies S.,Akinsola O.,Nwagu B. .2014 .Using Artificial Neural Network to Predict Body Weights of Rabbits. Anim. Sci, 4 : 182-186.
Savegnago R.P.,Nunes B. N.,Caetano S. L.,Ferraudo A.S.,Schmidt G.S.,Ledur M.C. .2011 .Comparison of logistic and neural network models to fit to the egg production curve of White Leghorn hens. Poult. Sci, 90 : 00723-711.
Sengul S.,Celik. E.,Eyduran F.,Iqbal F. .2020 .Predicting egg production in Chukar partridges using nonlinear models and multivariate adaptive regression splines (MARS) algorithm. Europ. Poult. Sci, 84 : .
Shahinfar S. ,Mehrabani-Yeganeh. H.,C. Lucas. H.,Kalhor A.,Kazemian M.,K.A. Weigel. M. .2012 .Prediction of breeding values for dairy cattle using artificial neural networks and neuro-fuzzy systems. Comput. Math. Methods Med, 4(1) : 9.
Sun C.,Yang N.,Xu G. .2019 .Egg quality and egg albumen property of domestic chicken, duck, goose, turkey, quail, and pigeon. Poult. Sci. 0, (1) : 6.
Tabrizi S.S,Sancar N .2017 .Computing with Words and Perception. ANN and ANFIS models. 9th International Conference on Theory and Application of Soft Computing, 120 : 394-401.
Tranmer M.,J. Murphy. M.,Elliot M.,Pampaka M. .2020 .-multiple-linearregression. Cathie Marsh Institute Working Paper, 01 : .
Tırınk C .2022 .Comparison of bayesian regularized neural network, random forest regression, support vector regression and multivariate adaptive regression splines algorithms to predict body weight from biometrical measurements in Thalli sheep. Kafk as Univ Vet Fak Derg, 28 : 411-419.
Vekić M.,Savić D.,Jotanović S. .2022 .Phenotypic correlations between egg quality traits amid the laying phase of broiler breeder hens Marinko. -0003, 71 : 13-19.
Wang J.,Yue H.,Wu S.,Zhang H.,Qi H. .2017 .Nutritional modulation of health, egg quality and environmental pollution of the layers. Anim Nutr, 03 : 91-96.
Wray C.,Byers C. .2020 .Methodological Progress Note: Classification and Regression Tree Analysis. J Hosp Med, 32195654(9) : 549-551.
Yakubu A .2010 .Fixing multicollinearity instability in the prediction of body weight from morphometric traits of white Fulani cows. J. Cent. Eur. Agric, 11(4) : 855.
Yakubu A,Nimyak P. .2020 .Use of artificial neural network to model reproductive performance and mortality of non- descript rabbits. Acta Sci. Anim. Sci. 42, : 477-15.
Yakubu A.,Dahloum L.,Shoyombo A. J.,Yahaya A. J. .2019 .Modelling hatchability and mortality in muscovy ducks using automatic linear modelling and artificial neural network. J. Indonesian Trop. Anim. Agric, 44 : 65-76.
Yakubu A.,Oluremi O. I. A.,E. I. Ekpo O. I. A. .2018 .Predicting heat stress index in Sasso hens using automatic linear modeling and artificial neural network, Int J Biometeorol. , : .
Zhang X.,Chelliappan B.,Rajeswari and M. Antonysamy S. .2021 .Recent Advances in Applications of Bioactive Egg Compounds in Nonfood Sectors. Front Bioeng Biotechnol, 738993 : .