Relationship between kernel function and basis

65 Views Asked by At

Is there any relationship between a kernel function and the concept of basis in a vector space?

For example does an equality like this

$$ g(x) = \int_{\Omega} \alpha(y) K(x,y)dy $$

have anything to do with something like

$$ g(x) = \sum_{i}\alpha_iK_i(x) $$ ?

Is there any concept of "uncountable" basis maybe?