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Stochastic Analysis of Mixed Fractional Gaussian Processes

Autorzy: Yuliya Mishura, Mounir Zili Wydawnictwo: Elsevier Science Data wydania: 2018 Język publikacji: Angielski Liczba stron: 212 Formaty publikacji: EAN: 9780081023631 ISBN: 9780081023631 Kategoria: Stochastics Indeks wydawcy: C2017-0-00186-6 Nota bibliograficzna: Mounir Zili works at the University of Monastir, Faculty of sciences of Monastir with expertise in Probability Theory, Applied Mathematics, Analysis

Opis

Stochastic Analysis of Mixed Fractional Gaussian Processes presents the main tools necessary to characterize Gaussian processes. The book focuses on the particular case of the linear combination of independent fractional and sub-fractional Brownian motions with different Hurst indices. Stochastic integration with respect to these processes is considered, as is the study of the existence and uniqueness of solutions of related SDE's. Applications in finance and statistics are also explored, with each chapter supplying a number of exercises to illustrate key concepts.

  • Presents both mixed fractional and sub-fractional Brownian motions
  • Provides an accessible description for mixed fractional gaussian processes that is ideal for Master's and PhD students
  • Includes different Hurst indices

Spis treści

  • Front Cover 2
  • Stochastic Analysis of Mixed Fractional Gaussian Processes 5
  • Copyright 6
  • Contents 7
  • Preface 11
  • Introduction 13
  • 1. Gaussian Processes 19
    • 1.1. Some preliminaries 19
    • 1.2. Gaussian variables and vectors 20
    • 1.3. Gaussian processes 28
    • 1.4. Exercises 46
  • 2. Fractional and Sub-fractional Brownian Motions 49
    • 2.1. Fractional Brownian motion 49
    • 2.2. Sub-fractional Brownian motion 51
    • 2.3. Longand short-range dependence of fBm and sfBm 61
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Afiljacja autora

Yuliya Mishura: Head, Department of Probability, Statistics a
Mounir Zili: Professor, Faculty of Sciences, Monastir-University of Monastir