kernel_rbf: Generating A Single Matrix-wise Function Using RBF

Description Usage Arguments Details Value Author(s) References

Description

Generate matrix-wise functions for two matrices using rbf kernel.

Usage

1
kernel_rbf(l, d)

Arguments

l

(numeric) A numeric number indicating the hyperparameter (flexibility) of a specific kernel.

d

(integer) For polynomial, d is the power; for matern, v = d + 1 / 2; for rational, alpha = d.

Details

Gaussian RBF Kernels

k_{SE}(r)=exp\Big(-\frac{r^2}{2l^2}\Big)

Value

matrix_wise

(function) A function calculating the relevance of two matrices.

Author(s)

Wenying Deng

References

The MIT Press. Gaussian Processes for Machine Learning, 2006.


statmlhb/CVEK documentation built on May 5, 2019, 3:47 a.m.