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dautorelevate(), pautorelevate(),
sautorelevate(), haautorelevate(),
qautorelevate(), rautorelevate()).fit_autorelevate(), reporting AIC, BIC, CAIC, and HQIC
for MLE method.fit_all_methods() and
compare_families() for comparing estimation methods and all
ten members of the autorelevated family.ttt_plot() for Total Time on Test plots (Aarset,
1987), a standard tool to determine the hazard function shape.print(), summary(), and
plot() methods for autorelevate_fit objects,
and a print() method for autorelevate_compare
objects.bladder_cancer (Lee &
Wang, 2003; n = 128 bladder cancer remission times), with no dependency
on external data packages. The MLE fit of the Autorelevated Weibull
family to this dataset reproduces the published results of Dileep Kumar,
Shabeer, and Sankaran (2025) to within optimizer tolerance.dist,
p1, p2, or data instead of silent
NaN/Inf propagation, and a warning (rather
than silent truncation) when non-finite or non-positive observations are
dropped from data.fit_autorelevate() robust via a
data-adaptive starting-value grid search and an automatic
Nelder-Mead/restart fallback if the primary optimizer fails to
converge..lambert_w_minus1()) for performance at scale, with a
convergence check and warning.These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.