collocation_points

Number of collocation points used to estimate expansion coefficients

Specification

• Alias: None

• Arguments: INTEGER

Child Keywords:

Required/Optional	Description of Group	Dakota Keyword	Dakota Keyword Description
Optional (Choose One)	Regression Algorithm	least_squares	Compute the coefficients of a polynomial expansion using least squares
		orthogonal_matching_pursuit	Compute the coefficients of a polynomial expansion using orthogonal matching pursuit (OMP)
		basis_pursuit	Compute the coefficients of a polynomial expansion by solving the Basis Pursuit \(\ell_1\) -minimization problem using linear programming.
		basis_pursuit_denoising	Compute the coefficients of a polynomial expansion by solving the Basis Pursuit Denoising \(\ell_1\) -minimization problem using second order cone optimization.
		least_angle_regression	Compute the coefficients of a polynomial expansion by using the greedy least angle regression (LAR) method.
		least_absolute_shrinkage	Compute the coefficients of a polynomial expansion by using the LASSO problem.
Optional		cross_validation	Use cross validation to choose the ‘best’ polynomial order of a polynomial chaos expansion.
Optional		ratio_order	Specify a non-linear the relationship between the expansion order of a polynomial chaos expansion and the number of samples that will be used to compute the PCE coefficients.
Optional		response_scaling	Perform bounds-scaling on response values prior to surrogate emulation
Optional		use_derivatives	Use derivative data to construct surrogate models
Optional		tensor_grid	Use sub-sampled tensor-product quadrature points to build a polynomial chaos expansion.
Optional		reuse_points	This describes the behavior of reuse of points in constructing polynomial chaos expansion models.
Optional		max_solver_iterations	Maximum iterations in determining polynomial coefficients

Description

Specify the number of collocation points used to estimate expansion coefficients using regression approaches.

A corresponding sequence specification is documented at, e.g., collocation_points_sequence and collocation_points_sequence