Machine Learning, Kernel, Hilbert Space, Mercer Theorem.
observing an equivalent element of this space. A reproducing kernel Hilbert space (RKHS) is a Hilbert space of functions in which point evaluation is a continuous linear function. Thus, this guarantees that the element we are looking for is linear. Gram Matrix Suppose we have n input vectors x₁ . .