List of Abbreviations .......................................... xv
Notation ..................................................... xvii
Preface ....................................................... xxi
1 A Brief Overview of Time Series and Stochastic Processes ..... 1
2 Basics of Long-Range Dependence and Self-Similarity ......... 15
3 Physical Models for Long-Range Dependence and Self-
Similarity ................................................. 113
4 Hermite Processes .......................................... 229
5 Non-Central and Central Limit Theorems ..................... 282
6 Fractional Calculus and Integration of Deterministic
Functions with Respect to FBM .............................. 345
7 Stochastic Integration with Respect to Fractional Brownian
Motion ..................................................... 397
8 Series Representations of Fractional Brownian Motion ....... 437
9 Multidimensional Models .................................... 466
10 Maximum Likelihood Estimation Methods ...................... 539
A Auxiliary Notions and Results .............................. 575
В Integrals with Respect to Random Measures .................. 588
С Basics of Malliavin Calculus ............................... 602
D Other Notes and Topics ..................................... 610
Bibliography .................................................. 613
Index ......................................................... 660
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