Theory of Probability and Mathematical Statistics
On the pointwise regularity of the Multifractional Brownian Motion and some extensions
C. Esser and L. Loosveldt
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Abstract: We study the pointwise regularity of the Multifractional Brownian Motion and, in particular, we obtain the existence of so-called slow points of the process, that is points which exhibit a slow oscillation instead of the a.e. regularity. This result entails that a non self-similar process can also exhibit such a behavior. We also consider various extensions with the aim of imposing weaker regularity assumptions on the Hurst function without altering the regularity of the process.
Keywords: Multifractional Brownian motion, random wavelets series, modulus of continuity, slow/ordinary/rapid points
Bibliography: Antoine Ayache, Multifractional stochastic fields, World Scientific Publishing Co. Pte. Ltd., Hackensack, NJ, 2019. Wavelet strategies in multifractional frameworks. MR 3839281
Antoine Ayache and Pierre R. Bertrand, A process very similar to multifractional Brownian motion, Recent developments in fractals and related fields, Appl. Numer. Harmon. Anal., Birkhäuser Boston, Boston, MA, 2010, pp. 311–326. MR 2743002, DOI 10.1007/978-0-8176-4888-6_{2}0
Antoine Ayache and Yassine Esmili, Wavelet-type expansion of the generalized Rosenblatt process and its rate of convergence, J. Fourier Anal. Appl. 26 (2020), no. 3, Paper No. 51, 35. MR 4110623, DOI 10.1007/s00041-020-09757-3
Antoine Ayache, Céline Esser, and Thomas Kleyntssens, Different possible behaviors of wavelet leaders of the Brownian motion, Statist. Probab. Lett. 150 (2019), 54–60. MR 3922488, DOI 10.1016/j.spl.2019.02.003
Antoine Ayache and Murad S. Taqqu, Rate optimality of wavelet series approximations of fractional Brownian motion, J. Fourier Anal. Appl. 9 (2003), no. 5, 451–471. MR 2027888, DOI 10.1007/s00041-003-0022-0
Antoine Ayache and Murad S. Taqqu, Multifractional processes with random exponent, Publ. Mat. 49 (2005), no. 2, 459–486. MR 2177638, DOI 10.5565/PUBLMAT_{4}9205_{1}1
Albert Benassi, Pierre Bertrand, Serge Cohen, and Jacques Istas, Identification of the Hurst index of a step fractional Brownian motion, Stat. Inference Stoch. Process. 3 (2000), no. 1-2, 101–111. 19th “Rencontres Franco-Belges de Statisticiens” (Marseille, 1998). MR 1819289, DOI 10.1023/A:1009997729317
Albert Benassi, Stéphane Jaffard, and Daniel Roux, Elliptic Gaussian random processes, Rev. Mat. Iberoamericana 13 (1997), no. 1, 19–90 (English, with English and French summaries). MR 1462329, DOI 10.4171/RMI/217
B. Boufoussi, M. Dozzi, and R. Guerbaz, On the local time of multifractional Brownian motion, Stochastics 78 (2006), no. 1, 33–49. MR 2219711, DOI 10.1080/17442500600578073
Brahim Boufoussi, Marco Dozzi, and Raby Guerbaz, Sample path properties of the local time of multifractional Brownian motion, Bernoulli 13 (2007), no. 3, 849–867. MR 2348754, DOI 10.3150/07-BEJ6140
Albert Cohen, Biorthogonal wavelets, Wavelets, Wavelet Anal. Appl., vol. 2, Academic Press, Boston, MA, 1992, pp. 123–152. MR 1161250, DOI 10.1016/B978-0-12-174590-5.50010-1
A. Cohen, Ingrid Daubechies, and J.-C. Feauveau, Biorthogonal bases of compactly supported wavelets, Comm. Pure Appl. Math. 45 (1992), no. 5, 485–560. MR 1162365, DOI 10.1002/cpa.3160450502
Serge Cohen, From self-similarity to local self-similarity: the estimation problem, Fractals: theory and applications in engineering, Springer, London, 1999, pp. 3–16. MR 1726364
K. Daoudi, J. Lévy Véhel, and Y. Meyer, Construction of continuous functions with prescribed local regularity, Constr. Approx. 14 (1998), no. 3, 349–385. MR 1626706, DOI 10.1007/s003659900078
Ingrid Daubechies, Ten lectures on wavelets, CBMS-NSF Regional Conference Series in Applied Mathematics, vol. 61, Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA, 1992. MR 1162107, DOI 10.1137/1.9781611970104
Lara Daw and Laurent Loosveldt, Wavelet methods to study the pointwise regularity of the generalized Rosenblatt process, Electron. J. Probab. 27 (2022), Paper No. 152, 45. MR 4515708, DOI 10.1214/22-ejp878
Gustavo Didier, Stéphane Jaffard, and Vladas Pipiras, On the vaguelet and Riesz properties of L
2-unbounded transformations of orthogonal wavelet bases, J. Approx. Theory 176 (2013), 94–117. MR 3119252, DOI 10.1016/j.jat.2013.09.001
David L. Donoho, Nonlinear solution of linear inverse problems by wavelet-vaguelette decomposition, Appl. Comput. Harmon. Anal. 2 (1995), no. 2, 101–126. MR 1325535, DOI 10.1006/acha.1995.1008
Céline Esser and Laurent Loosveldt, Slow, ordinary and rapid points for Gaussian wavelets series and application to fractional Brownian motions, ALEA Lat. Am. J. Probab. Math. Stat. 19 (2022), no. 2, 1471–1495. MR 4517730, DOI 10.30757/alea.v19-59
Kenneth J. Falconer, Tangent fields and the local structure of random fields, J. Theoret. Probab. 15 (2002), no. 3, 731–750. MR 1922445, DOI 10.1023/A:1016276016983
Kenneth J. Falconer, The local structure of random processes, J. London Math. Soc. (2) 67 (2003), no. 3, 657–672. MR 1967698, DOI 10.1112/S0024610703004186
Jean-Pierre Kahane, Some random series of functions, 2nd ed., Cambridge Studies in Advanced Mathematics, vol. 5, Cambridge University Press, Cambridge, 1985. MR 833073
T. Kleyntssens and S. Nicolay, From the Brownian motion to a multifractal process using the Lévy-Ciesielski construction, Statist. Probab. Lett. 186 (2022), Paper No. 109450, 5. MR 4398453, DOI 10.1016/j.spl.2022.109450
P. G. Lemarié and Y. Meyer, Ondelettes et bases hilbertiennes, Rev. Mat. Iberoamericana 2 (1986), no. 1-2, 1–18 (French). MR 864650, DOI 10.4171/RMI/22
Yves Meyer, Wavelets and operators, Cambridge Studies in Advanced Mathematics, vol. 37, Cambridge University Press, Cambridge, 1992. Translated from the 1990 French original by D. H. Salinger. MR 1228209
R. F. Peltier and J. Lévy Véhel, Multifractional Brownian motion: Definition and preliminary results, Rapport de recherche de l’INRIA 2645 (1995).