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2. Currently Supported Models

Steven Paul Sanderson II, MPH edited this page Dec 4, 2023 · 48 revisions

Current Models

The currently supported models deal with regression and classification. This page will list them.

Regression Models Currently Supported (39):

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

Classification Models Currently Supported (31):

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
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