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A quoted formula, will be used to fit the null model.

Examples


# Instantiate
x <- rand_uniform()
e <- rand_normal()
test <- vi_model(prm = list(x = x, e = e),
                 prm_type = list(x = "r", e = "r"),
                 formula = y ~ 1 + x + x^2 + e,
                 null_formula = y ~ x,
                 alt_formula = y ~ x + I(x^2))

# A formula with environment equals to `test`
test$null_formula
#> y ~ x

# By default, `fit` use the null formula
test$fit(test$gen(10))
#> 
#> Call:
#> stats::lm(formula = y ~ x, data = test$gen(10))
#> 
#> Coefficients:
#> (Intercept)            x  
#>      0.3399       3.9126  
#> 

# F-test also needs to use the null model
test$test(test$gen(1000))
#> $name
#> [1] "F-test"
#> 
#> $statistic
#> [1] 2.883157
#> 
#> $p_value
#> [1] 0.08982242
#>