Assistant Professor Department of Statistics University of Michigan
439 West Hall, 1085 South University Ann Arbor, MI 48109-1107, U.S.A. Office: (734)763-9294, Fax: (734) 763-4676. Email: sstoev_at_umich_dot_edu
Code for Simulation and Estimation in Various Stochastic Models
Long Range Dependence
LASS: Local Analysis of Self-Similarity - a collection for the estimation of the Hurst long-range dependence parameter as a function of "time". Tailored and intendend for the analysis of Internet traffic data.
Note: This code has not been updated recently.
FFT-sim: FFT-based tools for the efficient simulation of LFSM and FARIMA with stable innovations.
ffgn.m: An routine for exact and efficient simulation of fGn (fractional Gaussian noise) time series. Hence, exact discretized paths of fBm -- fractional Brownian motion -- can be generated. The code uses circulant embedding and is written jointly with Yingchun Zhou (Jasmine), zhouyc@math.bu.edu.
Hest: Wavelet based tools for the estimation of the Hurst LRD parameter H.
Extremes
max spectrum: An estimator for the heavy tail exponent of a distribution based on scaling of block-maxima. Incorporates a method for the automated selection of the extreme cut-off.
Note: Main routine maxss_3.m.
extremal index: An estimator for the extremal index based on the max spectrum and resampling.
Note: Main routine max_eind_1.m.