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2. Currently Supported Models

Steven Paul Sanderson II, MPH edited this page Dec 5, 2023 · 48 revisions

Current Models

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

Regression Models Currently Supported (39):

.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

Classification Models Currently Supported (31):

.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
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