bayesvalidrox.surrogate_models.supplementary

Supplementary functions that are used in multiple classes

Functions

check_ranges(theta, ranges)	This function checks if theta lies in the given ranges.
corr_loocv_error(clf, psi, coeffs, y)	Calculates the corrected LOO error for regression on regressor matrix psi that generated the coefficients based on [1] and [2].
create_psi(basis_indices, univ_p_val)	This function assemble the design matrix Psi from the given basis index set INDICES and the univariate polynomial evaluations univ_p_val.
gelman_rubin(chain[, return_var])	The potential scale reduction factor (PSRF) defined by the variance within one chain, W, with the variance between chains B.
hellinger_distance(p_, q_)	Hellinger distance between two continuous distributions.
kernel_rbf(x, hyperparameters)	Isotropic squared exponential kernel.
root_mean_squared_error(reference, approximation)	Implementation of RMSE
subdomain(bounds, n_new_samples)	Divides a domain defined by Bounds into subdomains.