Wavelet orthogonal approximation of fractional generalized random fields on bounded domains
Authors:
J. M. Angulo, M. D. Ruiz-Medina and V. V. Anh
Journal:
Theor. Probability and Math. Statist. 73 (2006), 1-17
MSC (2000):
Primary 60G20, 60G60; Secondary 60G12, 60H40
DOI:
https://doi.org/10.1090/S0094-9000-07-00677-1
Published electronically:
January 17, 2007
MathSciNet review:
2213332
Full-text PDF Free Access
Abstract |
References |
Similar Articles |
Additional Information
Abstract: We consider a class of generalized random fields defined on bounded domains, which admit a white-noise linear filter representation in terms of linear operators of fractional order. We obtain two-sided estimates of the eigenvalues defining the pure point spectra of the associated class of covariance operators. We next derive an orthonormal basis of the reproducing kernel Hilbert space from an orthonormal basis of wavelet functions. An alternative orthogonal expansion to the Karhunen–Loève expansion is then obtained in terms of wavelet functions. The results derived can be applied to compute, in particular, the mean-square solution to fractional-order integro-differential equations, and to approximate least-squares linear estimates for the class of random fields considered.
References
- L. Andersson, N. Hall, B. Jawerth, and G. Peters, Wavelets on closed subsets of the real line, Recent advances in wavelet analysis, Wavelet Anal. Appl., vol. 3, Academic Press, Boston, MA, 1994, pp. 1–61. MR 1244602
- J. M. Angulo and M. D. Ruiz-Medina, On the orthogonal representation of generalized random fields, Statist. Probab. Lett. 31 (1997), no. 3, 145–153. MR 1440630, DOI https://doi.org/10.1016/S0167-7152%2896%2900026-0
- J. M. Angulo and M. D. Ruiz-Medina, A series expansion approach to the inverse problem, J. Appl. Probab. 35 (1998), no. 2, 371–382. MR 1641805, DOI https://doi.org/10.1239/jap/1032192853
- J. M. Angulo and M. D. Ruiz-Medina, Multi-resolution approximation to the stochastic inverse problem, Adv. in Appl. Probab. 31 (1999), no. 4, 1039–1057. MR 1747455, DOI https://doi.org/10.1239/aap/1029955259
- J. M. Angulo, M. D. Ruiz-Medina, and V. V. Anh, Estimation and filtering of fractional generalised random fields, J. Austral. Math. Soc. Ser. A 69 (2000), no. 3, 336–361. MR 1793469
- V. V. Anh, J. M. Angulo, and M. D. Ruiz-Medina, Possible long-range dependence in fractional random fields, J. Statist. Plann. Inference 80 (1999), no. 1-2, 95–110. MR 1713795, DOI https://doi.org/10.1016/S0378-3758%2898%2900244-4
- V. V. Anh, J. M. Angulo, M. D. Ruiz-Medina, and Q. Tieng, Long-range dependence and singularity of two-dimensional turbulence, Environm. Model. Soft. 13 (1998), 233–238.
- V. V. Anh, M. D. Ruiz-Medina, and J. M. Angulo, Covariance factorisation and abstract representation of generalised random fields, Bull. Austral. Math. Soc. 62 (2000), no. 2, 319–334. MR 1786215, DOI https://doi.org/10.1017/S0004972700018803
- 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 https://doi.org/10.4171/RMI/217
- Carl de Boor, Ronald A. DeVore, and Amos Ron, On the construction of multivariate (pre)wavelets, Constr. Approx. 9 (1993), no. 2-3, 123–166. MR 1215767, DOI https://doi.org/10.1007/BF01198001
- G. Christakos, Modern Spatiotemporal Geostatistics, Oxford University Press, 2000.
- George Christakos and Dionissios T. Hristopulos, Spatiotemporal environmental health modelling: a tractatus stochasticus, Kluwer Academic Publishers, Boston, MA, 1998. With a foreword by William L. Roper. MR 1648348
- George Christakos, Patrick Bogaert, and Marc L. Serre, Temporal GIS: advanced functions for field-based applications, Springer-Verlag, Berlin, 2001. With 1 CD-ROM (Windows, Linux and Unix). MR 1887711
- Charles K. Chui, An introduction to wavelets, Wavelet Analysis and its Applications, vol. 1, Academic Press, Inc., Boston, MA, 1992. MR 1150048
- Charles K. Chui and Ewald Quak, Wavelets on a bounded interval, Numerical methods in approximation theory, Vol. 9 (Oberwolfach, 1991) Internat. Ser. Numer. Math., vol. 105, Birkhäuser, Basel, 1992, pp. 53–75. MR 1269355
- A. Cohen, W. Dahmen, and R. DeVore, Multiscale decompositions on bounded domains, Trans. Amer. Math. Soc. 352 (2000), no. 8, 3651–3685. MR 1458320, DOI https://doi.org/10.1090/S0002-9947-00-02112-7
- Albert Cohen, Ingrid Daubechies, and Pierre Vial, Wavelets on the interval and fast wavelet transforms, Appl. Comput. Harmon. Anal. 1 (1993), no. 1, 54–81. MR 1256527, DOI https://doi.org/10.1006/acha.1993.1005
- W. Dahmen, S. Prössdorf, and R. Schneider, Wavelet approximation methods for pseudodifferential equations. II. Matrix compression and fast solution, Adv. Comput. Math. 1 (1993), no. 3-4, 259–335. MR 1242378, DOI https://doi.org/10.1007/BF02072014
- 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
- Robert Dautray and Jacques-Louis Lions, Mathematical analysis and numerical methods for science and technology. Vol. 2, Springer-Verlag, Berlin, 1988. Functional and variational methods; With the collaboration of Michel Artola, Marc Authier, Philippe Bénilan, Michel Cessenat, Jean Michel Combes, Hélène Lanchon, Bertrand Mercier, Claude Wild and Claude Zuily; Translated from the French by Ian N. Sneddon. MR 969367
- Robert Dautray and Jacques-Louis Lions, Mathematical analysis and numerical methods for science and technology. Vol. 3, Springer-Verlag, Berlin, 1990. Spectral theory and applications; With the collaboration of Michel Artola and Michel Cessenat; Translated from the French by John C. Amson. MR 1064315
- 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 https://doi.org/10.1006/acha.1995.1008
- David L. Donoho and Iain M. Johnstone, Ideal spatial adaptation by wavelet shrinkage, Biometrika 81 (1994), no. 3, 425–455. MR 1311089, DOI https://doi.org/10.1093/biomet/81.3.425
- David L. Donoho and Iain M. Johnstone, Adapting to unknown smoothness via wavelet shrinkage, J. Amer. Statist. Assoc. 90 (1995), no. 432, 1200–1224. MR 1379464
- David L. Donoho and Iain M. Johnstone, Minimax estimation via wavelet shrinkage, Ann. Statist. 26 (1998), no. 3, 879–921. MR 1635414, DOI https://doi.org/10.1214/aos/1024691081
- David L. Donoho, Iain M. Johnstone, Gérard Kerkyacharian, and Dominique Picard, Wavelet shrinkage: asymptopia?, J. Roy. Statist. Soc. Ser. B 57 (1995), no. 2, 301–369. With discussion and a reply by the authors. MR 1323344
- David L. Donoho, Iain M. Johnstone, Gérard Kerkyacharian, and Dominique Picard, Density estimation by wavelet thresholding, Ann. Statist. 24 (1996), no. 2, 508–539. MR 1394974, DOI https://doi.org/10.1214/aos/1032894451
- D. E. Edmunds and H. Triebel, Function spaces, entropy numbers, differential operators, Cambridge Tracts in Mathematics, vol. 120, Cambridge University Press, Cambridge, 1996. MR 1410258
- I. M. Gel’fand and N. Y. Vilenkin, Generalized Functions, vol. 4, Academic Press, 1964.
- Stéphane Jaffard and Yves Meyer, Bases d’ondelettes dans des ouverts de ${\bf R}^n$, J. Math. Pures Appl. (9) 68 (1989), no. 1, 95–108 (French). MR 985955
- Björn Jawerth and Wim Sweldens, An overview of wavelet based multiresolution analyses, SIAM Rev. 36 (1994), no. 3, 377–412. MR 1292642, DOI https://doi.org/10.1137/1036095
- Kari Karhunen, Über lineare Methoden in der Wahrscheinlichkeitsrechnung, Ann. Acad. Sci. Fennicae Ser. A. I. Math.-Phys. 1947 (1947), no. 37, 79 (German). MR 23013
- Stephane G. Mallat, Multiresolution approximations and wavelet orthonormal bases of $L^2({\bf R})$, Trans. Amer. Math. Soc. 315 (1989), no. 1, 69–87. MR 1008470, DOI https://doi.org/10.1090/S0002-9947-1989-1008470-5
- S. G. Mallat, A theory for multiresolution signal decomposition: The wavelet representation, IEEE Trans. Patt. Anal. Mach. Intell. 11 (1989), 674–693.
- S. G. Mallat, Multifrequency channel decomposition of images and wavelet models, IEEE Trans. Acoust., Speech, Sig. Proc. 37 (1989), 2091–2110.
- Vladimir Maz′ya and Gunther Schmidt, Approximate wavelets and the approximation of pseudodifferential operators, Appl. Comput. Harmon. Anal. 6 (1999), no. 3, 287–313. MR 1685407, DOI https://doi.org/10.1006/acha.1998.0253
- R. Metzler, E. Barkai, and J. Klafter, Anomalous transport in disordered systems under the influence of external fields, Physica A: Stat. Mech. Appl. 266 (1999), 343–350.
- 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
- E. L. Miller and A. S. Willsky, A multiscale approach to sensor fusion and the solution of linear inverse problems, Appl. Comput. Harmon. Anal. 2 (1995), 127–47.
- Jaak Peetre, Réctification à l’article “Une caractérisation abstraite des opérateurs différentiels”, Math. Scand. 8 (1960), 116–120 (French). MR 124611, DOI https://doi.org/10.7146/math.scand.a-10598
- Loren D. Pitt, A Markov property for Gaussian processes with a multidimensional parameter, Arch. Rational Mech. Anal. 43 (1971), 367–391. MR 336798, DOI https://doi.org/10.1007/BF00252003
- A. G. Ramm, Random fields estimation theory, Math. Comput. Modelling 13 (1990), no. 4, 87–100. MR 1052369, DOI https://doi.org/10.1016/0895-7177%2890%2990056-S
- Howard L. Resnikoff and Raymond O. Wells Jr., Wavelet analysis, Springer-Verlag, New York, 1998. The scalable structure of information. MR 1712468
- Yu. A. Rozanov, Stochastic Markovian fields, Developments in statistics, Vol. 2, Academic Press, New York-London, 1979, pp. 203–234. MR 554181
- Yu. A. Rozanov, Markov random fields, Applications of Mathematics, Springer-Verlag, New York-Berlin, 1982. Translated from the Russian by Constance M. Elson. MR 676644
- Yu. A. Rozanov, Random fields and stochastic partial differential equations, Mathematics and its Applications, vol. 438, Kluwer Academic Publishers, Dordrecht, 1998. Translated and revised from the 1995 Russian original. MR 1629699
- M. D. Ruiz-Medina and J. M. Angulo, Spatio-temporal filtering using wavelets, Stoch. Environm. Res. Risk Assess. 16 (2002), 241–266.
- M. D. Ruiz-Medina, J. M. Angulo, and V. V. Anh, Stochastic fractional-order differential models of fractals, Teor. Ĭmovīr. Mat. Stat. 67 (2002), 130–146; English transl., Theory Probab. Math. Statist. 67 (2003), 145–161. MR 1956627
- M. D. Ruiz-Medina, J. M. Angulo, and V. V. Anh, Fractional-order regularization and wavelet approximation to the inverse estimation problem for random fields, J. Multivariate Anal. 85 (2003), no. 1, 192–216. MR 1978183, DOI https://doi.org/10.1016/S0047-259X%2802%2900024-6
- M. D. Ruiz-Medina, J. M. Angulo, and V. V. Anh, Fractional generalized random fields on bounded domains, Stochastic Anal. Appl. 21 (2003), no. 2, 465–492. MR 1967723, DOI https://doi.org/10.1081/SAP-120019295
- M. D. Ruiz-Medina, V. V. Anh, and J. M. Angulo, Stochastic fractional-order differential models with fractal boundary conditions, Statist. Probab. Lett. 54 (2001), no. 1, 47–60. MR 1857870, DOI https://doi.org/10.1016/S0167-7152%2801%2900043-8
- Effat A. Saied, Anomalous diffusion on fractal objects: additional analytic solutions, Chaos Solitons Fractals 11 (2000), no. 9, 1369–1376. MR 1745734, DOI https://doi.org/10.1016/S0960-0779%2899%2900049-1
- Willi-Hans Steeb, Hilbert spaces, wavelets, generalised functions and modern quantum mechanics, Mathematics and its Applications, vol. 451, Kluwer Academic Publishers, Dordrecht, 1998. MR 1659636
- Elias M. Stein, Singular integrals and differentiability properties of functions, Princeton Mathematical Series, No. 30, Princeton University Press, Princeton, N.J., 1970. MR 0290095
- Hans Triebel, Interpolation theory, function spaces, differential operators, North-Holland Mathematical Library, vol. 18, North-Holland Publishing Co., Amsterdam-New York, 1978. MR 503903
- Hans Triebel, Fractals and spectra, Monographs in Mathematics, vol. 91, Birkhäuser Verlag, Basel, 1997. Related to Fourier analysis and function spaces. MR 1484417
- Z. Wang, Anomalous diffusion in fractal porous medium, Appl. Math. Mech. 21 (2000), 1145–1152.
- G. W. Wornell, A Karhunen–Loève-like expansion for $1/f$ processes via wavelets, IEEE Trans. Inform. Theor. 36 (1990), 859–861.
- V. V. Yanovsky, A. V. Chechkin, D. Schertzer, and A. V. Tur, Lévy anomalous diffusion and fractional Fokker–Planck equation, Physica A. Stat. Mech. Appl. 282 (2000), 13–34.
- J. Zhang and G. Walter, A wavelet-based KL-like expansion for wide-sense stationary random process, IEEE Trans. Sig. Proc. 42 (1994), 1737–1744.
References
- L. Andersson, N. Hall, B. Jawerth, and G. Peters, Wavelets on closed subsets of the real line, Recent Advances in Wavelets Analysis (L. L. Schumaker and G. Webb, eds.), Academic Press, 1993. MR 1244602 (94m:42072)
- J. M. Angulo and M. D. Ruiz-Medina, On the orthogonal representation of generalized random fields, Stat. Prob. Lett. 31 (1997), 145–153. MR 1440630 (98h:60064)
- J. M. Angulo and M. D. Ruiz-Medina, A series expansion approach to the inverse problem, J. Appl. Prob. 35 (1997), 371–382. MR 1641805
- J. M. Angulo and M. D. Ruiz-Medina, Multiresolution approximation to the stochastic inverse problem, Adv. Appl. Prob. 31 (1999), 1039–1057. MR 1747455 (2001e:60100)
- J. M. Angulo, M. D. Ruiz-Medina, and V. V. Anh, Estimation and filtering of fractional generalized random fields, J. Austral. Math. Soc. (Series A) 69 (2000), 1–26. MR 1793469 (2002b:60084)
- V. V. Anh, J. M. Angulo, and M. D. Ruiz-Medina, Possible long-range dependence in fractional random fields, J. Statist. Plan. Infer. 80 (1999), 95–110. MR 1713795 (2001f:62062)
- V. V. Anh, J. M. Angulo, M. D. Ruiz-Medina, and Q. Tieng, Long-range dependence and singularity of two-dimensional turbulence, Environm. Model. Soft. 13 (1998), 233–238.
- V. V. Anh, M. D. Ruiz-Medina, and J. M. Angulo, Covariance factorization and abstract representation of generalized random fields, Bull. Austral. Math. Soc. 62 (2000), 319–334. MR 1786215 (2002f:60100)
- A. Benassi, S. Jaffard, and D. Roux, Elliptic Gaussian random processes, Revista Matemática Iberoamericana 13 (1997), 19–90. MR 1462329 (98k:60056)
- C. De Boor, R. A. De Vore, and A. Ron, On the construction of multivariate (pre) wavelets, Constructive Approximation 9 (1993), 123–166. MR 1215767 (94k:41048)
- G. Christakos, Modern Spatiotemporal Geostatistics, Oxford University Press, 2000.
- G. Christakos and D. T. Hristopulos, Spatiotemporal Environmental Health Modelling, Kluwer, 1998. MR 1648348 (2000d:92009)
- G. Christakos, P. Bogaert, and M. Serre, Temporal GIS: Advanced Functions for Field-Based Applications, Springer, 2002. MR 1887711 (2002k:62002)
- C. K. Chui, An Introduction to Wavelets, Academic Press, 1992. MR 1150048 (93f:42055)
- C. K. Chui and E. Quak, Wavelets on a Bounded Interval, Numerical Methods of Approximation Theory, vol. 9 (D. Braess and L. L. Schumaker, eds.), International Series of Numerical Mathematics, vol. 105, Birkhäuser, 1992. MR 1269355 (95b:42027)
- A. Cohen, W. Dahmen, R. Devore, Multiscale decomposition on bounded domains, Trans. of the Amer. Math. Soc. 352 (2000), 3651–3685. MR 1458320 (2000m:42025)
- A. Cohen, I. Daubechies, and P. Vial, Wavelets and fast wavelet transforms on the interval, Appl. Comput. Harmon. Anal. 1 (1994), 54–81. MR 1256527 (94m:42074)
- W. Dahmen, S. Prössdorf, and R. Schneider, Wavelet approximation methods for pseudodifferential equations. II, Adv. Comput. Math. 1 (1993), 259–335. MR 1242378 (95g:65149)
- I. Daubechies, Ten Lectures on Wavelets, CBMS Conference Series in Applied Mathematics, vol. 61, SIAM, 1992. MR 1162107 (93e:42045)
- R. Dautray and J. L. Lions, Mathematical Analysis and Numerical Methods for Science and Technology, vol. 2, Functional and Variational Methods, Springer-Verlag, 1985. MR 969367 (89m:00001)
- R. Dautray and J. L. Lions, Mathematical Analysis and Numerical Methods for Science and Technology, vol. 3, Spectral Theory and Applications, Springer-Verlag, 1985. MR 1064315 (91h:00004a)
- D. L. Donoho, Nonlinear solution of linear inverse problems by wavelet-vaguelette decomposition, Appl. Comput. Harmon. Anal. 2 (1995), 101–126. MR 1325535 (96b:65128)
- D. L. Donoho and I. M. Johnstone, Ideal spatial adaptation by wavelet shrinkage, Biometrika 81 (1994), 425–455. MR 1311089 (95m:62076)
- D. L. Donoho and I. M. Johnstone, Adapting to unknown smoothness via wavelet shrinkage, J. Amer. Statist. Assoc. 90 (1995), 1200–1224. MR 1379464 (96k:62093)
- D. L. Donoho and I. M. Johnstone, Minimax estimation via wavelet shrinkage, Ann. Statist. 26 (1998), 879–921. MR 1635414 (99i:62086)
- D. L. Donoho, I. M. Johnstone, G. Kerkyacharian, and D. Picard, Wavelet shrinkage: Asymptopia?, J. Roy. Statist. Soc. Ser. B 57 (1995), 301–369. MR 1323344 (96g:62068)
- D. L. Donoho, I. M. Johnstone, G. Kerkyacharian, and D. Picard, Density estimation by wavelet thresholding, Ann. Statist. 24 (1996), 508–539. MR 1394974 (97f:62061)
- D. E. Edmunds and H. Triebel, Function Spaces, Entropy Numbers, Differential Operators, Cambridge Univ. Press, 1996. MR 1410258 (97h:46045)
- I. M. Gel’fand and N. Y. Vilenkin, Generalized Functions, vol. 4, Academic Press, 1964.
- S. Jaffard and Y. Meyer, Bases d’ondelettes dans des ouverts de $\R ^{n}$, J. Math. Pures Appl. 68 (1989), 95–108. MR 985955 (90k:46164)
- B. Jawerth and W. Sweldens, An overview of wavelet based multiresolution analyses, SIAM Review 36 (1994), 377–412. MR 1292642 (95f:42002)
- K. Karhunen, Über Lineare Methoden in der Wahrscheinlichkeitsrechung, Ann. Acad.: Sci. Fennicae 37 (1947), 1–79. MR 0023013 (9:292i)
- S. G. Mallat, Multiresolution approximations and wavelet orthonormal bases of $L^2(\R )$, Trans. Amer. Math. Soc. 315 (1989), 69–87. MR 1008470 (90e:42046)
- S. G. Mallat, A theory for multiresolution signal decomposition: The wavelet representation, IEEE Trans. Patt. Anal. Mach. Intell. 11 (1989), 674–693.
- S. G. Mallat, Multifrequency channel decomposition of images and wavelet models, IEEE Trans. Acoust., Speech, Sig. Proc. 37 (1989), 2091–2110.
- V. Maz’ya, Approximate wavelets and the approximation of pseudodifferential operators, Appl. Comput. Harmon. Anal. 6 (1999), 287–313. MR 1685407 (2000g:42054)
- R. Metzler, E. Barkai, and J. Klafter, Anomalous transport in disordered systems under the influence of external fields, Physica A: Stat. Mech. Appl. 266 (1999), 343–350.
- Y. Meyer, Wavelets and Operators, Cambridge University Press, 1992. MR 1228209 (94f:42001)
- E. L. Miller and A. S. Willsky, A multiscale approach to sensor fusion and the solution of linear inverse problems, Appl. Comput. Harmon. Anal. 2 (1995), 127–47.
- J. Peetre, Rectification à l’article “Une caractérisation abstraite des opérateurs différentiels”, Math. Scand. 8 (1960), 116–120. MR 0124611 (23:A1923)
- L. D. Pitt, A Markov property for Gaussian processes with a multidimensional parameter, Arch. Ration. Mech. Anal. 43 (1971), 367–391. MR 0336798 (49:1571)
- A. G. Ramm, Random Fields Estimation Theory, Longman Scientific and Technical, 1990. MR 1052369 (91j:93103)
- H. L. Resnikoff and R. O. Wells, Wavelet Analysis. The Scalable Structure of Information, Springer-Verlag, 1998. MR 1712468 (2000j:94001)
- Y. A. Rozanov, Stochastic Markovian fields, Developments in Statistics (P. R. Krishnaiah, ed.), vol. 2, Academic Press, 1979, pp. 203–234. MR 554181 (81h:60054)
- Y. A. Rozanov, Markov Random Fields, Springer-Verlag, 1982. MR 676644 (84k:60074b)
- Y. A. Rozanov, Random Fields and Stochastic Partial Differential Equations, Kluwer Academic Publishers, 1996. MR 1629699 (99c:60107)
- M. D. Ruiz-Medina and J. M. Angulo, Spatio-temporal filtering using wavelets, Stoch. Environm. Res. Risk Assess. 16 (2002), 241–266.
- M. D. Ruiz-Medina, J. M. Angulo, and V. V. Anh, Stochastic fractional-order differential models on fractals, Th. Prob. Math. Stat. 67 (2002), 130–146. MR 1956627 (2003j:60051)
- M. D. Ruiz-Medina, J. M. Angulo, and V. V. Anh, Fractional-order regularization and wavelet approximation to the inverse estimation problem for random fields, J. Multiv. Anal. 85 (2003), 192–216. MR 1978183 (2004h:60062)
- M. D. Ruiz-Medina, J. M. Angulo, and V. V. Anh, Fractional generalized random fields on bounded domains, Stoch. Anal. Appl. 21 (2003), 465–492. MR 1967723 (2004d:60101)
- M. D. Ruiz-Medina, V. V. Anh, and J. M. Angulo, Stochastic fractional-order differential models with fractal boundary conditions, Stat. & Prob. Lett. 54 (2001), 47–60. MR 1857870 (2002h:60103)
- E. A. Saied, Anomalous diffusion on fractal objects: additional analytic solutions, Chaos, Solitons, Fractals 11 (2000), 1369–1376. MR 1745734 (2000k:82041)
- W.-H. Steeb, Hilbert Spaces, Wavelets, Generalized Functions and Modern Quantum Mechanics, Kluwer Academic Publishers, 1998. MR 1659636 (99m:81002)
- E. M. Stein, Singular Integrals and Differential Properties of Functions, Princeton University Press, 1970. MR 0290095 (44:7280)
- H. Triebel, Interpolation Theory, Function Spaces, Differential Operators, North-Holland Publishing Co., 1978. MR 503903 (80i:46032b)
- H. Triebel, Fractals and Spectra, Birkhäuser, Berlin, 1997. MR 1484417 (99b:46048)
- Z. Wang, Anomalous diffusion in fractal porous medium, Appl. Math. Mech. 21 (2000), 1145–1152.
- G. W. Wornell, A Karhunen–Loève-like expansion for $1/f$ processes via wavelets, IEEE Trans. Inform. Theor. 36 (1990), 859–861.
- V. V. Yanovsky, A. V. Chechkin, D. Schertzer, and A. V. Tur, Lévy anomalous diffusion and fractional Fokker–Planck equation, Physica A. Stat. Mech. Appl. 282 (2000), 13–34.
- J. Zhang and G. Walter, A wavelet-based KL-like expansion for wide-sense stationary random process, IEEE Trans. Sig. Proc. 42 (1994), 1737–1744.
Similar Articles
Retrieve articles in Theory of Probability and Mathematical Statistics
with MSC (2000):
60G20,
60G60,
60G12,
60H40
Retrieve articles in all journals
with MSC (2000):
60G20,
60G60,
60G12,
60H40
Additional Information
J. M. Angulo
Affiliation:
Department of Statistics and Operations Research, University of Granada, Campus Fuente Nueva S/N, E-18071, Granada, Spain
Email:
jmangulo@ugr.es
M. D. Ruiz-Medina
Affiliation:
Department of Statistics and Operations Research, University of Granada, Campus Fuente Nueva S/N, E-18071, Granada, Spain
Email:
mruiz@ugr.es
V. V. Anh
Affiliation:
School of Mathematical Sciences, Queensland University of Technology, GPO Box 2434, Brisbane, Q 4001, Australia
Email:
v.anh@qut.edu.au
Keywords:
Fractional generalized random field,
fractional stochastic partial differential equation,
Karhunen–Loève expansion,
multiresolution approximation,
wavelet orthogonal approximation
Received by editor(s):
May 14, 2003
Published electronically:
January 17, 2007
Additional Notes:
Partially supported by Projects PB96-1440 and BFM2000-1465 of the DGI, Spain, and the Australian Research Council grant A10024117
Article copyright:
© Copyright 2007
American Mathematical Society