Cambridge Series in Statistical and Probabilistic Mathematics Ser.: Mathematical Foundations of Infinite-Dimensional Statistical Models by Richard Nickl and Evarist Giné (2015, Hardcover)
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The mathematical foundations include self-contained 'mini-courses' on the theory of Gaussian and empirical processes, on approximation and wavelet theory, and on the basic theory of function spaces.