A representation for self-similar processes

作者: Murad S. Taqqu

DOI: 10.1016/0304-4149(78)90037-6

关键词: Martingale representation theoremReflected Brownian motionMathematicsGaussianFractional Brownian motionMathematical physicsHeavy traffic approximationBrownian excursionMathematical analysisBrownian motionDiffusion process

摘要: Abstract A self-similar process Z(t) has stationary increments and is invariant in law under the transformation Z(i)→c-HZ(ct), c⩾0. The choice 1 2 ensures that of exhibit a long range positive correlation. Mandelbrot Van Ness investigated case where Gaussian represented as fractional integral Brownian motion. They called it This paper provides time-indexed representation for sequence self- similar processes Z m (t) , m=1,2,…, whose finite-dimensional moments have been specified an earlier paper. motion but are not when m⩾2. Self-similar being studied physics, context renormalization group theory critical phenomena, hydrology they account so-called “Hurst effect”.

参考文章(13)
M. Rosenblatt, Independence and Dependence Proceedings of the Fourth Berkeley Symposium on Mathematical Statistics and Probability, Volume 2: Contributions to Probability Theory. ,(1961)
Murad S. Taqqu, Law of the iterated logarithm for sums of non-linear functions of Gaussian variables that exhibit a long range dependence Zeitschrift f�r Wahrscheinlichkeitstheorie und Verwandte Gebiete. ,vol. 40, pp. 203- 238 ,(1977) , 10.1007/BF00736047
Benoit B. Mandelbrot, A Fast Fractional Gaussian Noise Generator Water Resources Research. ,vol. 7, pp. 543- 553 ,(1971) , 10.1029/WR007I003P00543
M. Chi, E. Neal, G. K. Young, Practical application of fractional Brownian Motion and noise to synthetic hydrology Water Resources Research. ,vol. 9, pp. 1523- 1533 ,(1973) , 10.1029/WR009I006P01523
H. P. McKean, Geometry of Differential Space Annals of Probability. ,vol. 1, pp. 197- 206 ,(1973) , 10.1214/AOP/1176996973
Benoit B. Mandelbrot, John W. Van Ness, Fractional Brownian Motions, Fractional Noises and Applications Siam Review. ,vol. 10, pp. 422- 437 ,(1968) , 10.1137/1010093
Kiyosi ITO, Multiple Wiener Integral Journal of The Mathematical Society of Japan. ,vol. 3, pp. 157- 169 ,(1951) , 10.2969/JMSJ/00310157
Benoit B. Mandelbrot, James R. Wallis, Some long-run properties of geophysical records Water Resources Research. ,vol. 5, pp. 321- 340 ,(1969) , 10.1029/WR005I002P00321
Benoit B. Mandelbrot, James R. Wallis, Robustness of the rescaled range R/S in the measurement of noncyclic long run statistical dependence Water Resources Research. ,vol. 5, pp. 967- 988 ,(1969) , 10.1029/WR005I005P00967
Roland Lvovich Dobrushin, None, Gaussian and their Subordinated Self-similar Random Generalized Fields Annals of Probability. ,vol. 7, pp. 1- 28 ,(1979) , 10.1214/AOP/1176995145