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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 | 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 |
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 |