@@ -38,6 +38,25 @@ For the development version:
3838devtools :: install_github(" tidymodels/multilevelmod" )
3939```
4040
41+ ## Avaliable Engines
42+
43+ The multilevelmod package provides engines for the models in the
44+ following table.
45+
46+ | model | engine | mode |
47+ | :-------------| :-----------| :---------------|
48+ | linear_reg | stan_glmer | regression |
49+ | linear_reg | lmer | regression |
50+ | linear_reg | gee | regression |
51+ | linear_reg | lme | regression |
52+ | linear_reg | gls | regression |
53+ | logistic_reg | gee | classification |
54+ | logistic_reg | glmer | classification |
55+ | logistic_reg | stan_glmer | classification |
56+ | poisson_reg | gee | regression |
57+ | poisson_reg | glmer | regression |
58+ | poisson_reg | stan_glmer | regression |
59+
4160## Example
4261
4362Loading mixedlevelmod will trigger it to add a few modeling * engines* to
@@ -53,7 +72,6 @@ The `sleepstudy` data is used as an example:
5372
5473``` r
5574library(multilevelmod )
56- # > Loading required package: parsnip
5775data(sleepstudy , package = " lme4" )
5876
5977mixed_model_spec <- linear_reg() %> % set_engine(" lmer" )
@@ -65,7 +83,6 @@ mixed_model_fit <-
6583mixed_model_fit
6684# > parsnip model object
6785# >
68- # > Fit time: 41ms
6986# > Linear mixed model fit by REML ['lmerMod']
7087# > Formula: Reaction ~ Days + (Days | Subject)
7188# > Data: data
@@ -93,15 +110,14 @@ hier_model_fit <-
93110hier_model_fit
94111# > parsnip model object
95112# >
96- # > Fit time: 29.9s
97113# > stan_glmer
98114# > family: gaussian [identity]
99115# > formula: Reaction ~ Days + (Days | Subject)
100116# > observations: 180
101117# > ------
102118# > Median MAD_SD
103- # > (Intercept) 251.2 6.4
104- # > Days 10.4 1.7
119+ # > (Intercept) 251.5 6.4
120+ # > Days 10.5 1.7
105121# >
106122# > Auxiliary parameter(s):
107123# > Median MAD_SD
@@ -110,7 +126,7 @@ hier_model_fit
110126# > Error terms:
111127# > Groups Name Std.Dev. Corr
112128# > Subject (Intercept) 24
113- # > Days 7 0.07
129+ # > Days 7 0.06
114130# > Residual 26
115131# > Num. levels: Subject 18
116132# >
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