VineForestDensity.cdf

VineForestDensity.cdf(X, N=10000, random_state=None)

Ensemble-averaged joint CDF.

Evaluates cdf() for each surviving base estimator in parallel (each call runs its own quasi-MC integration) and averages the resulting per-sample CDF values.

Parameters:

Xndarray, shape (n_samples, n_features), dtype float, or DataFrame

Test samples.

Nint, default=10000

Number of quasi-random points used by the per-estimator quasi-MC integration.

random_stateint, RandomState instance or None, default=None

Forwarded to each estimator’s cdf call. None reuses each estimator’s RNG resolved at its fit time.

Returns:

ndarray, shape (n_samples,), dtype float

CDF values in \([0, 1]\).