to_jlmer {jlmerclusterperm}

Fit a Julia regression model using lme4 syntax

Description

Fit a Julia regression model using lme4 syntax

Usage

to_jlmer(
  formula,
  data,
  family = c("gaussian", "binomial"),
  jlmer_spec_opts = list(),
  ...,
  progress = FALSE
)

Arguments

formula

Model formula in R syntax

data

A data frame

family

A GLM family. Currently supports "gaussian" and "binomial".

jlmer_spec_opts

List of options passed to make_jlmer_spec()

...

Optional arguments passed to Julia for model fitting.

progress

If TRUE, prints the timing of iterations.

Value

A jlmer_mod object.

See Also

jlmer(), make_jlmer_spec()

Examples

# Fitting a regression model with R formula syntax
to_jlmer(weight ~ 1 + Diet, ChickWeight)

# `lm()` equivalent
summary(lm(weight ~ 1 + Diet, ChickWeight))$coef

# Fitting a mixed model with {lme4} syntax
to_jlmer(weight ~ 1 + Diet + (1 | Chick), ChickWeight)

# Passing MixedModels.jl fit options to the `...`
to_jlmer(weight ~ 1 + Diet + (1 | Chick), ChickWeight, REML = TRUE)