Visualize equivalence relationships between models as a network diagram.
Examples
exp_spec <- model_spec(
loglik_fn = function(y, lambda) sum(dexp(y, rate = lambda, log = TRUE)),
par_names = "lambda",
par_bounds = list(lambda = c(1e-6, 100))
)
gamma1_spec <- model_spec(
loglik_fn = function(y, rate) sum(dgamma(y, shape = 1, rate = rate, log = TRUE)),
par_names = "rate",
par_bounds = list(rate = c(1e-6, 100))
)
gamma2_spec <- model_spec(
loglik_fn = function(y, rate) sum(dgamma(y, shape = 2, rate = rate, log = TRUE)),
par_names = "rate",
par_bounds = list(rate = c(1e-6, 100))
)
models <- list(exp = exp_spec, gamma1 = gamma1_spec, gamma2 = gamma2_spec)
y <- rexp(50, rate = 2)
classes <- equivalence_classes(models, y, n_points = 10)
plot(classes)