Table 7 Glossary of methods with implementation software
Method | Reference type | Reference | Software |
|---|---|---|---|
Bayesian model averaging (BMA) | Theory | Madigan and Raftery, 1994 [58] | bma package in R |
Application | Koop and Tole, 2004 [45] | ||
Deletion/Substitution/Addition (DSA) | Theory | Sinisi and van der Laan, 2004 [32] | dsa package in R |
Application | Mortimer et al., 2008 [33] | ||
Least absolute shrinkage and selection operator (LASSO) | Theory | Tibshirani, 1996 [53]; | lars package in R |
Efron et al., 2004 [54] | |||
Application | Roberts and Martin, 2005 [42] | ||
Partial least-square regression (PLSR) | Theory | Hoeskuldsson, 1988 [40] | pls package in R |
Application | N/A | ||
Supervised principal component analysis (SPCA) | Theory | Bair et al., 2006 [52] | N/A |
Application | Roberts and Martin, 2006 [38] | ||
Classification and regression tree (CART) | Theory | Breiman et al., 1984 [48] | rpart package in R |
| Â | Application | Hu et al., 2008 [31] | Â |