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2. Currently Supported Models
Steven Paul Sanderson II, MPH edited this page Dec 5, 2023
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The currently supported models deal with regression and classification. This page will list them.
| .parsnip_eng | .parsnip_fns | Working | Package |
|---|---|---|---|
| earth | bag_mars | Yes | earth |
| rpart | bag_tree | Yes | rpart |
| dbarts | bart | Yes | dbarts |
| lightgbm | boost_tree | Yes | lightgbm |
| xgboost | boost_tree | Yes | xgboost |
| Cubist | cubist_rules | Yes | Cubist |
| partykit | decision_tree | Yes | partykit |
| rpart | decision_tree | Yes | rpart |
| mgcv | gen_additive_mod | No see roadmap | mgcv |
| brulee | linear_reg | No see roadmap | 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 | Yes | earth |
| brulee | mlp | No see roadmap | brulee |
| nnet | mlp | Yes | nnet |
| kknn | nearest_neighbor | Yes | kknn |
| 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 | Yes | randomForest |
| ranger | rand_forest | Yes | ranger |
| xrf | rule_fit | Yes | xrf |
| LiblineaR | svm_linear | Yes | LiblineaR |
| kernlab | svm_linear | Yes | kernlab |
| kernlab | svm_poly | Yes | kernlab |
| kernlab | svm_rbf | Yes | kernlab |
| .parsnip_fns | .parsnip_eng | Working | Package |
|---|---|---|---|
| bag_mars | earth | Yes | earth |
| discrim_flexible | dbarts | Yes | earth |
| discrim_linear | mda | Yes | mda |
| discrim_linear | sda | No see roadmap | sda |
| discrim_linear | sparsediscrim | No see roadmap | sparsediscrim |
| discrim_linear | MASS | Yes | discrim |
| discrim_quad | MASS | Yes | discrim |
| discrim_quad | sparsediscrim | No see roadmap | sparsediscrim |
| discrim_regularized | klaR | Yes | klaR |
| gen_additive_mod | mgcv | No see roadmap | mgcv |
| logistic_reg | brulee | No see roadmap | brulee |
| logistic_reg | gee | No see roadmap | multilevelmod |
| logistic_reg | glm | Yes | stats |
| logistic_reg | glmer | No see roadmap | multilevelmod |
| logistic_reg | glmnet | No see roadmap | glmnet |
| logistic_reg | LiblineaR | No see roadmap | LiblineaR |
| mars | earth | Yes | earth |
| mlp | brulee | No see roadmap | brulee |
| mlp | nnet | Yes | nnet |
| multinom_reg | brulee | No see roadmap | brulee |
| multinom_reg | glmnet | No see roadmap | glmnet |
| multinom_reg | nnet | Yes | nnet |
| naive_Bayes | klaR | Yes | klaR |
| nearest_neighbor | kknn | Yes | kknn |
| rule_fit | xrf | Yes | xrf |
| svm_linear | kernlab | Yes | kernlab |
| svm_linear | LiblineaR | No see roadmap | LiblineaR |
| svm_poly | kernlab | Yes | kernlab |
| svm_rbf | kernlab | Yes | kernlab |
| svm_rbf | liquidSVM | No see roadmap | liquidSVM |