Abstract
A statistical estimate for generalized dimensions of a set \(A \subset \mathbb{R}^m\) based on the computation of average distances to the closest points in a sample of elements of A is given. For smooth manifolds with Lebesgue measures and for self-similar fractals with self-similar measures, the estimate is proved to be consistent.
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REFERENCES
K. Falconer, Fractal Geometry: Mathematical Foundations and Applications, John Wiley, New York, 1990.
G. A. Edgar and R. D. Mauldin, “Multifractal decomposition of digraph recursive fractals,” Proc. London Math. Soc., 65 (1992), no. 3, 604–628.
Strange Attractors [Russian translation], Mir, Moscow, 1981.
Dynamical systems-2, in: Current Problems in Mathematics. New Advances [in Russian], VINITI, Moscow, 1985.
P. Grassberger, “Generalized dimensions of strange attractors,” Phys. Lett. A, 97 (1983), 227–230.
P. Grassberger, I. Procaccia, and H. Hentschell, “On the characterization of chaotic motions,” Lect. Notes Phys., 179 (1983), 212–221.
V. V. Maiorov and E. A. Timofeev, “Consistent estimate of dimension of manifolds and self-similar fractals,” Zh. Vychisl. Mat. i Mat. Fiz. [Comput. Math. and Math. Phys.], 39 (1999), no. 10, 1721–1729.
C. Halsey, M. N. Jensen, L. Kadanoff, and I. Procaccia, and B. I. Shraiman, “Fractal measures and their singularities. The characterization of strange sets,” Phys. Rev. A, 33 (1986), no. 2, 1141–1151.
R. H. Riedi, “An improved multifractal formalism and self-similar measures,” J. Math. Anal. Appl., 189 (1995), 462–490.
M. Arbeiter and N. Patzschke, “Self-similar random multifractals,” Math. Nachr., 181 (1996), 5–42.
H. Federer, Geometric Measure Theory, Springer-Verlag, Berlin-Heidelberg-New York, 1969.
H. Hentschell and I. Procaccia, “The infinite number of generalized dimensions of fractals and strange attractors,” Phys. D, 8 (1983), 435–444.
Y. B. Pesin, “On rigorous mathematical definitions of correlation dimension and generalized spectrum for dimensions,” J. Stat. Phys., 71 (1993), no. 3/4, 529–547.
Vehel J. Levy and R. Vojak, “Multifractal analysis of Choquet capacities: preliminary results,” Adv. Appl. Math., 20 (1998), no. 1, 1–43.
D. Rand, “The singularity spectrum f(α) for cookie-cutters,” Ergod. Theory Dynam. Systems, 9 (1989), 527–541.
J. Beardwood, J. H. Halton, and J. M. Hammersley, “The shortest path through many points,” Proc. Cambr. Phil. Soc., 55 (1959), 299–328.
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Maiorov, V.V., Timofeev, E.A. Statistical Estimation of Generalized Dimensions. Mathematical Notes 71, 634–648 (2002). https://doi.org/10.1023/A:1015883820677
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DOI: https://doi.org/10.1023/A:1015883820677