gammy.formulae

gammy.formulae

Formula type definition and constructors

Classes

Formula(terms, prior)

Basis manipulation and design matrix creator

Functions

BSpline1d(grid[, order, extrapolate, prior, …])	B-spline basis on a fixed one-dimensional grid
ExpSineSquared1d(grid, corrlen, sigma, period)	Squared sine exponential kernel formula for periodic terms
ExpSquared1d(grid, corrlen, sigma[, prior, …])	Squared exponential kernel formula
Flatten(formula[, prior])	Flatten the terms of a given formula
FlippedReLU(grid[, prior])	Mirrored ReLU basis
Function(function, prior)	Construct a formula from a single function
Gaussian1d()
Kron(a, b)	Tensor product of two Formula terms
OrnsteinUhlenbeck1d(grid, corrlen, sigma[, …])	Ornstein-Uhlenbeck kernel formula
Polynomial(degrees[, prior])
RationalQuadratic1d(grid, corrlen, sigma, alpha)	Rational quadratic kernel formula
ReLU(grid[, prior])	Rectified linear unit shaped basis
Scalar([prior])	Scalar formula
Sum(formulae[, prior])	Sum (concatenate) many formulae
TanH()
WhiteNoise1d(grid, sigma[, prior, mu_basis, …])	White noise kernel formula
create_from_kernel1d(kernel)	Create formula from bivariate GP kernel function