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2. Currently Supported Models
Steven Paul Sanderson II, MPH edited this page Dec 4, 2023
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The currently supported models deal with regression and classification. This page will list them.
| Package | Algorithm | Working | Package |
|---|---|---|---|
| earth | bag_mars | Yes | earth |
| bag_mars | rpart | ||
| rpart | bag_tree | Yes | rpart |
| dbarts | bart | Yes | dbarts |
| bart | boost_tree | ||
| lightgbm | boost_tree | ||
| xgboost | boost_tree | ||
| Cubist | cubist_rules | Yes | Cubist |
| partykit | decision_tree | ||
| rpart | decision_tree | ||
| mgcv | gen_additive_mod | ||
| brulee | linear_reg | No see parsnip | brulee |
| gee | linear_reg | Yes | multilevelmod |
| glm | linear_reg | Yes | stats |
| glmer | linear_reg | No see roadmap | multilevelmod |
| glmnet | linear_reg | No see roadmap | glmnet |
| gls | linear_reg | Yes | multilevelmod |
| lm | linear_reg | Yes | stats |
| lme | linear_reg | No see roadmap | multilevelmod |
| lmer | linear_reg | No see roadmap | multilevelmod |
| stan | linear_reg | Yes | rstan |
| stan_glmer | linear_reg | No see roadmap | multilevelmod |
| earth | mars | ||
| brulee | mlp | ||
| nnet | mlp | ||
| kknn | nearest_neighbor | ||
| gee | poisson_reg | No see roadmap | multilevelmod |
| glm | poisson_reg | Yes | poissonreg |
| glmer | poisson_reg | No see roadmap | multilevelmod |
| glmnet | poisson_reg | No see roadmap | poissonreg |
| hurdle | poisson_reg | No see roadmap | poissonreg |
| stan | poisson_reg | No see roadmap | poissonreg |
| stan_glmer | poisson_reg | No see roadmap | multilevelmod |
| zeroinfl | poisson_reg | No see roadmap | poissonreg |
| randomForest | rand_forest | ||
| ranger | rand_forest | ||
| xrf | rule_fit | ||
| LiblineaR | svm_linear | ||
| kernlab | svm_linear | ||
| kernlab | svm_poly | ||
| kernlab | svm_rbf |
| Package | Algorithm |
|---|---|
| earth | bag_mars |
| bag_mars | earth |
| discrim_flexible | dbarts |
| bart | MASS |
| discrim_linear | mda |
| discrim_linear | sda |
| discrim_linear | sparsediscrim |
| discrim_quad | MASS |
| discrim_quad | sparsediscrim |
| discrim_regularized | klaR |
| gen_additive_mod | mgcv |
| logistic_reg | brulee |
| logistic_reg | gee |
| logistic_reg | glm |
| logistic_reg | glmer |
| logistic_reg | glmnet |
| logistic_reg | LiblineaR |
| mars | earth |
| mlp | brulee |
| mlp | nnet |
| multinom_reg | brulee |
| multinom_reg | glmnet |
| multinom_reg | nnet |
| naive_Bayes | klaR |
| nearest_neighbor | kknn |
| rule_fit | xrf |
| svm_linear | kernlab |
| svm_linear | LiblineaR |
| svm_poly | kernlab |
| svm_rbf | kernlab |
| svm_rbf | liquidSVM |