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Metric Entropy of Some Classes of Sets with Differentiable Boundaries

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Selected Works of R.M. Dudley

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Abstract

Let I(k, α, M) be the class of all subsets A of R k whose boundaries are given by functions from the sphere S k −1 into R k with derivatives of order % α, all bounded by M. (The precise definition, for all α > 0, involves Hölder conditions.) Let N d (ε) be the minimum number of sets required to approximate every set in I(k, α, M) within ε for the metric d, which is the Hausdorff metric h or the Lebesgue measure of the symmetric difference, d λ . It is shown that up to factors of lower order of growth, N d (ε) can be approximated by exp(ε r) as ε ↓ 0, where r = (k − 1)/α if d = h or if d = d λ and α > 1. For d = d λ and (k − 1)/k < α < 1, r < (k − 1)/(k + 1). The proof uses results of A. N. Kolmogorov and V. N. Tikhomirov [4].

This research was partially supported by National Science Foundation Grant GP-29072.

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References

  1. T. Bonnesen andW. Fenchel, “Theorie der Konvexen Körper,” Springer Verlag, Berlin, 1934.

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  2. G. F. Clements, Entropies of several sets of real valued functions, Pacific J. Math. 13 (1963), 1085–1095.

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  4. A. N. Kolmogorov and V. M. Tikhomirov, ε-entropy and ε-capacity of sets in functional spaces, Amer. Math. Soc. Transl. (Ser. 2) 17 (1961), 277–364 (from Uspekhi Mat. Nauk 14 (1959), 3–86).

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  5. M. Loève, “Probability Theory,” Van Nostrand, Princeton, N.J., 1963.

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  6. G. G. Lorentz, Metric entropy and approximation, Bull. Amer. Math. Soc. 72 (1966), 903–937.

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Communicated by G. G. Lorentz

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Dudley, R.M. (2010). Metric Entropy of Some Classes of Sets with Differentiable Boundaries. In: Giné, E., Koltchinskii, V., Norvaisa, R. (eds) Selected Works of R.M. Dudley. Selected Works in Probability and Statistics. Springer, New York, NY. https://doi.org/10.1007/978-1-4419-5821-1_26

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