Derived Types

TypeLocationExtendsDescription
anova_factor fstats_anova None

Defines an ANOVA factor result.

array_container fstats_types None

Provides a container for a real-valued array. A practical use of this construct is in the construction of jagged arrays.

base_interpolator fstats_interp None

A base object for interpolation.

binomial_distribution fstats_distributions distribution

Defines a binomial distribution. The binomial distribution describes the probability p of getting k successes in n independent trials.

bootstrap_statistics fstats_bootstrap None

A collection of statistics resulting from the bootstrap process.

chain_builder fstats_mcmc None

A type allowing for the construction of chain of values.

chi_squared_distribution fstats_distributions distribution

Defines a Chi-squared distribution.

convergence_info fstats_regression None

Provides information regarding convergence status.

distribution fstats_distributions None

Defines a probability distribution.

doe_anova_table fstats_experimental_design None

ANOVA table for overall model fit assessment.

doe_comparison_result fstats_experimental_design None

Results from comparing two models.

doe_diagnostics fstats_experimental_design None

Model diagnostics and goodness-of-fit metrics.

doe_efficiency_metrics fstats_experimental_design None

Design efficiency metrics for evaluating design quality.

doe_model fstats_experimental_design None

A model used to represent a design of experiments result. The model is of the following form.

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doe_optimization_result fstats_experimental_design None

Results from RSM-based optimization.

doe_prediction fstats_experimental_design None

Prediction with uncertainty quantification.

doe_residuals fstats_experimental_design None

Residual analysis data.

doe_rsm_model fstats_experimental_design None

Response Surface Model (quadratic model for RSM).

f_distribution fstats_distributions distribution

Defines an F-distribution.

hermite_interpolator fstats_interp base_interpolator

Defines a type meant for performing Hermite-type interpolation. The interpolating polynomial constructed by this object is a global polynomial, not a piecewise polynomial. Given N data points, the polynoial will be of degree 2 * N - 1. As N increases, the interpolating polynomial may be liable to oscillations that do not properly represent the data. For large data sets, a piecewise polynomial approach is recommended. See either the polynomial_interpolator or spline_interpolator types.

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iteration_controls fstats_regression None

Provides a collection of iteration control parameters.

linear_interpolator fstats_interp base_interpolator

Defines a type meant for performing piecewise linear interpolation.

lm_solver_options fstats_regression None

Options to control the Levenberg-Marquardt solver.

log_normal_distribution fstats_distributions distribution

Defines a normal distribution.

mcmc_proposal fstats_mcmc None

Defines a type responsible for generating a proposal state for a Monte-Carlo, Markov-Chain sampler.

mcmc_sampler fstats_mcmc chain_builder

An implementation of the Metropolis-Hastings algorithm for the generation of a Markov chain.

mcmc_target fstats_mcmc None

Defines a model of the target distribution(s).

multivariate_distribution fstats_distributions None

Defines a multivariate probability distribution.

multivariate_normal_distribution fstats_distributions multivariate_distribution

Defines a multivariate normal (Gaussian) distribution.

normal_distribution fstats_distributions distribution

Defines a normal distribution.

poisson_distribution fstats_distributions distribution

Defines a Poisson distribution.

polynomial_interpolator fstats_interp base_interpolator

Defines a type meant for performing piecewise polynomial interpolation.

regression_statistics fstats_regression None

A container for regression-related statistical information.

single_factor_anova_table fstats_anova None

Defines a single-factor ANOVA results table.

spline_interpolator fstats_interp base_interpolator

Defines a type meant for performing cubic spline interpolation.

t_distribution fstats_distributions distribution

Defines Student's T-Distribution.

two_factor_anova_table fstats_anova None

Defines a two-factor ANOVA results table.