A toolset for bounding posterior Gaussian process (GP) regression mean and covariance components over an interval. Currently supports GPs defined with the squared-exponential kernel.
This package is not registered (yet). Add it using add
or dev
in the Julia package manager, e.g.
pkg> add https://github.com/aria-systems-group/PosteriorBounds.jl
This tool can be called from Python using the juliacall
package. Install with pip3 juliacall
. See the example script example/pywrapper.py
for usage details.