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Reviews approximation theory and limit theory for sequences of functions and basic notions of functional analysis. This title provides arguments that show how underlying mathematical and statistical theory work together. It covers expansion theory and discusses bootstrap, kernel smoothing, and Markov chain Monte Carlo.