From: Using machine learning to improve the accuracy of genomic prediction of reproduction traits in pigs
Hyperparameters | Method | TNB | NBA | ||
---|---|---|---|---|---|
MSE | MAE | MSE | MAE | ||
 | GBLUP | 5.259 | 1.749 | 4.168 | 1.606 |
 | ssGBLUP | 5.26 | 1.748 | 3.95 | 1.532 |
 | BayesHE | 5.32 | 1.763 | 4.023 | 1.556 |
Tuning | SVR | 5.129 | 1.730 | 3.880 | 1.521 |
KRR | 5.134 | 1.731 | 3.876 | 1.521 | |
RF | 5.212 | 1.747 | 3.901 | 1.527 | |
Adaboost.R2_SVR | 5.158 | 1.739 | 3.892 | 1.528 | |
Adaboost.R2_KRR | 5.153 | 1.737 | 3.883 | 1.526 | |
Default | SVR | 5.271 | 1.748 | 3.956 | 1.522 |
KRR | 5.21 | 1.743 | 3.944 | 1.531 | |
RF | 5.266 | 1.756 | 3.93 | 1.531 | |
Adaboost.R2_SVR | 5.202 | 1.75 | 3.95 | 1.541 | |
Adaboost.R2_KRR | 5.309 | 1.771 | 4.04 | 1.566 |