Table 2.
Models included in each prediction study
| Author | Statistical models | Data-driven models | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| APACHE model | OLS | GLM | LMM | EGLM | SN | FMM | TE | CPH | LASSO | ANN | k-NN | RF | SVR | RVR | DT | GBT | NB | |
| Moran et al.(4) | x | x | x | x | x | x | x | |||||||||||
| Verburg et al.(10) | x | x | x | x | ||||||||||||||
| Houthooft et al.(11) | x | x | x | x | x | x | ||||||||||||
| Li et al.(12) | x | |||||||||||||||||
| Muhlestein et al.(13) | x | x | x | x | x | x | x | x | ||||||||||
| Caetano et al.(14) | x | x | x | x | x | |||||||||||||
APACHE - Acute Physiology and Chronic Health Evaluation; OLS - ordinary least square; GLM - generalized linear model; LMM - linear mixed model; EGLM - extended generalized linear model; SN - skew-normal/skew-t; FMM - finite mixture model; TE - treatment effect; CPH - cox proportional hazard; LASSO - least absolute shrinkage and selection operator; ANN - artificial neural network; k-NN - k-nearest neighbors; RF - random forest;