Improving predictive performance on survival in dairy cattle using an ensemble learning approach

•Ensemble methods can help improve prediction outcomes for complex traits.•Multiple regression and naive Bayes improve recall, AUC and balanced accuracy for some data sets.•Multiple logistic regression was the ensemble method with the best performance overall.•Continuous outcomes result in higher mo...

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Veröffentlicht in:	Computers and electronics in agriculture 2020-10, Vol.177, p.105675, Article 105675
Hauptverfasser:	van der Heide, E.M.M., Kamphuis, C., Veerkamp, R.F., Athanasiadis, I.N., Azzopardi, G., van Pelt, M.L., Ducro, B.J.
Format:	Artikel
Sprache:	eng
Schlagworte:	Accuracy Agricultural management Business metrics Complexity Dairy cow Ensemble Ensemble learning Fertility Machine learning Milk Performance measurement Performance prediction Regression Statistical tests Survival
Online-Zugang:	Volltext
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