Every principal submatrix of a kernel matrix is positive semidefinite, soThe Cauchy-Schwarz inequality for integrals therefore givesThus every entry of is well defined. For any finite coefficients and points , linearity of the integral givesbecause the integrand is nonnegative. Hence is a positive-semidefinite kernel. This proves the integral closure of positive-semidefinite kernels.
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