[1]Cleveland, M. A., J. M. Hickey, and S. Forni, 2012 A Common Dataset for Genomic Analysis of Livestock Populations. G3 Genes|Genomes|Genetics 2: 429-435.
[2]An, M., G. Zhou, Y. Li, T. Xiang and Y. Ma et al., 2022 Characterization of genetic fundamentals for piglet mortality at birth in Yorkshire, Landrace, and Duroc sows. Animal Genetics 53: 142-145.
[3]Yang, W., J. Wu, J. Yu, X. Zheng and H. Kang et al., 2021 A genome-wide association study reveals additive and dominance effects on growth and fatness traits in large white pigs. Anim Genet 52: 749-753.
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| Year | Author | ML based methods | Traditional methods |
|---|---|---|---|
| 2013 | Tusell L et al. | RKHS regression,RBFNN,BRNN | GBLUP,BayesR,BayesLASSO |
| 2018 | Waldmann P et al. | MLP | GBLUP,BayesLASSO |
| 2020 | Waldmann P et al. | CNN | GBLUP,BayesLASSO |
| 2022 | Wang X et al. | SVR,KRR,RF,Adaboost.R2 | GBLUP,ssBLUP,BayesHE |
GBLUP, LASSO, CNN, LSTM, LGBM, Transformer(+AE,+PCA,+ICA,+t-SNE)
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