DotProduct kernel for gpr

5 vues (au cours des 30 derniers jours)
Alex Ira
Alex Ira le 27 Août 2018
Hi everyone
Has anyone implemented DotProduct kernel (e.g., see http://scikit-learn.org/stable/modules/gaussian_process.html#gaussian-process) for GPR?
Cheers

Réponses (1)

Sambit Senapati
Sambit Senapati le 31 Août 2018
MATLAB’s GPR module provides an option for passing a custom kernel through function handle. A function handle that can be called like this: Kmn = kfcn(Xm,Xn,theta)
where Xm is an m-by-d matrix, Xn is an n-by-d matrix and Kmn is an m-by-n matrix of kernel products such that Kmn(i,j) is the kernel product between Xm(i,:) and Xn(j,:). theta is the r-by-1 unconstrained parameter vector for kfcn.
For a dot product kernel theta is not required. Hence “kfcn” can be simply implemented as Xm * Xn’. I have attached the screenshot of relevant portion from the documentation. Please see documentation of GPR for more details.

Catégories

En savoir plus sur Logical dans Help Center et File Exchange

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by