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matched_null_test() gains parallel. With
parallel = TRUE the twin loop runs through ‘future.apply’,
so the backend is whatever future::plan() the caller has
set. Seeded results are reproducible and independent of the number of
workers. The default parallel = FALSE path is unchanged, so
existing seeded analyses reproduce exactly.copula_null() and matched_null_test() gain
copula = "t" and df: t-copula twins preserve
the same margins and correlations but add tail dependence. A verdict of
“exceeds the Gaussian null” can now be stress-tested against
heavier-tailed dependence (df = 8, then 3)
before it is read as evidence of types.matched_null_test() results record the null family used
($copula, $df), and the printed summary names
it.copula_null() builds Gaussian-copula
matched-null twins; matched_null_test() tests any
clustering pipeline against them.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.
Health stats visible at Monitor.