Table 2 A list of covariates included in multiple kernel learning, multilayer BayesB, and partial least squares (PLS)
Model | Sub-model | Effecta | ||||||
|---|---|---|---|---|---|---|---|---|
Herd | DIM | Parity | FTIR | Genomics | Top markers | Pedigree | ||
Kernel | M1 | \(\checkmark\) | ||||||
M2 | \(\checkmark\) | \(\checkmark\) | ||||||
M3 | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | ||||
M4 | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | |||
M5 | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | |||
M6 | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | ||
M7 | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | |||
BayesB | M1 | \(\checkmark\) | ||||||
M2 | \(\checkmark\) | \(\checkmark\) | ||||||
M3 | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | ||||
M4 | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | |||
PLS | M1 | \(\checkmark\) | ||||||
M2 | \(\checkmark\) | \(\checkmark\) | ||||||
M3 | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | ||||
M4 | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | |||
M7 | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | |||