One-dimensional regression example with different noise models.
demogp_reg
- script to approximate the noisy sinc
function.
There is a possibility of changing the noise type from Gaussian
('gauss'
) to symmetric ('laplace'
) and nonsymmetric
('posexp'
) exponential distribution.
The script computes the test error and displays its average for different BV set sizes. The evolution of the average log-evidence is also plotted.
This script can be used as copy-paste in own application.
ogp
, ogptrain
, c_reg_gauss
, c_reg_exp
, c_reg_lapl
, sincdata
Copyright (c) Lehel Csató (2001-2004)