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Fit the STAGE (uniform + Gaussian) generative model

Usage

fit_stage(
  x,
  y,
  group = NULL,
  L = NULL,
  U = NULL,
  priors = stage_priors(x),
  chains = 4,
  iter = 2000,
  ...
)

Arguments

x

Numeric vector of predictor values (e.g. length).

y

Binary vector: 0 = immature, 1 = mature.

group

Optional grouping variable (population). If NULL, all data are treated as one population (J = 1).

L, U

Truncation bounds for x. If NULL, use min(x) and max(x).

priors

A list of prior hyperparameters created by stage_priors().

chains, iter, ...

Passed to cmdstanr::sample().

Value

An object of class "stage_fit".