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Please give details of the process In this problem, we consider constructing new kernels by combining existing kernels. Recall that for some function k(x,z) to

image text in transcribedimage text in transcribedPlease give details of the process

In this problem, we consider constructing new kernels by combining existing kernels. Recall that for some function k(x,z) to be a kernel, we need to be able to write it as a dot product of vectors in some high-dimensional feature space defined by : k(x,z)=(x)(z) Mercer's theorem gives a necessary and sufficient condition for a function k to be a kernel function: its corresponding kernel matrix K has to be symmetric and positive semidefinite. Suppose that k1(x,z) and k2(x,z) are two valid kernels. For each of the cases below, state whether k is also a valid kernel. If it is, prove it. If it is not, give a counterexample. You can use either Mercer's theorem, or the definition of a kernel as needed to prove it. (c) [10 points] If k(x,z)=e2xz is a valid kernel, prove that the Gaussian kernel k(x,z)=e22xz22 is also a valid kernel

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