Description Usage Arguments Details Value Author(s) References
View source: R/generate_kernel.R
Generate matrix-wise functions for two matrices using matern kernel.
1 | kernel_matern(l, p, sigma)
|
l |
(numeric) A numeric number indicating the hyperparameter (flexibility) of a specific kernel. |
p |
(integer) For polynomial, p is the power; for matern, v = p + 1 / 2; for rational, alpha = p. |
sigma |
(numeric) The covariance coefficient for neural network kernel. |
Matern Kernels
k_{Matern}(r)=\frac{2^{1-ν}}{Γ(ν)}\Big(\frac{√{2ν r}}{l}\Big)^ν K_ν \Big(\frac{√{2ν r}}{l}\Big)
matrix_wise |
(function) A function calculating the relevance of two matrices. |
Wenying Deng
The MIT Press. Gaussian Processes for Machine Learning, 2006.
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