rgpycrumbs.surfaces._kernels

Attributes

Functions

_tps_kernel_matrix(x)

_matern_kernel_matrix(x, length_scale)

matern_kernel_elem(x1, x2[, length_scale])

full_covariance_matern(x1, x2, length_scale)

_imq_kernel_matrix(x, epsilon)

imq_kernel_elem(x1, x2[, epsilon])

full_covariance_imq(x1, x2, epsilon)

se_kernel_elem(x1, x2[, length_scale])

full_covariance_se(x1, x2, length_scale)

rq_kernel_base(x1, x2, length_scale, alpha)

Standard RQ Kernel: (1 + r^2 / (2*alpha*l^2))^-alpha

rq_kernel_elem(x1, x2, params)

full_covariance_rq(x1, x2, params)

Module Contents

rgpycrumbs.surfaces._kernels._tps_kernel_matrix(x)[source]
rgpycrumbs.surfaces._kernels._matern_kernel_matrix(x, length_scale)[source]
rgpycrumbs.surfaces._kernels.matern_kernel_elem(x1, x2, length_scale=1.0)[source]
rgpycrumbs.surfaces._kernels.full_covariance_matern(x1, x2, length_scale)[source]
rgpycrumbs.surfaces._kernels.k_matrix_matern_grad_map[source]
rgpycrumbs.surfaces._kernels._imq_kernel_matrix(x, epsilon)[source]
rgpycrumbs.surfaces._kernels.imq_kernel_elem(x1, x2, epsilon=1.0)[source]
rgpycrumbs.surfaces._kernels.full_covariance_imq(x1, x2, epsilon)[source]
rgpycrumbs.surfaces._kernels.k_matrix_imq_grad_map[source]
rgpycrumbs.surfaces._kernels.se_kernel_elem(x1, x2, length_scale=1.0)[source]
rgpycrumbs.surfaces._kernels.full_covariance_se(x1, x2, length_scale)[source]
rgpycrumbs.surfaces._kernels.k_matrix_se_grad_map[source]
rgpycrumbs.surfaces._kernels.rq_kernel_base(x1, x2, length_scale, alpha)[source]

Standard RQ Kernel: (1 + r^2 / (2*alpha*l^2))^-alpha

rgpycrumbs.surfaces._kernels.rq_kernel_elem(x1, x2, params)[source]
rgpycrumbs.surfaces._kernels.full_covariance_rq(x1, x2, params)[source]
rgpycrumbs.surfaces._kernels.k_matrix_rq_grad_map[source]