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Random Fields on the Sphere

Random Fields on the Sphere

Random Fields on the Sphere

Representation, Limit Theorems and Cosmological Applications
Domenico Marinucci, Università degli Studi di Roma 'Tor Vergata'
Giovanni Peccati, Université du Luxembourg
August 2011
Paperback
9780521175616
AUD$143.95
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Paperback
USD
eBook

    Random Fields on the Sphere presents a comprehensive analysis of isotropic spherical random fields. The main emphasis is on tools from harmonic analysis, beginning with the representation theory for the group of rotations SO(3). Many recent developments on the method of moments and cumulants for the analysis of Gaussian subordinated fields are reviewed. This background material is used to analyse spectral representations of isotropic spherical random fields and then to investigate in depth the properties of associated harmonic coefficients. Properties and statistical estimation of angular power spectra and polyspectra are addressed in full. The authors are strongly motivated by cosmological applications, especially the analysis of cosmic microwave background (CMB) radiation data, which has initiated a challenging new field of mathematical and statistical research. Ideal for mathematicians and statisticians interested in applications to cosmology, it will also interest cosmologists and mathematicians working in group representations, stochastic calculus and spherical wavelets.

    • The first comprehensive treatment available
    • Provides mathematical foundations for cosmological data analysis, especially CMB radiation
    • Reviews the interaction between group representation theory, harmonic analysis on the sphere, isotropic random field and high frequency asymptotics

    Product details

    August 2011
    Paperback
    9780521175616
    356 pages
    228 × 153 × 19 mm
    0.52kg
    12 b/w illus.
    Available

    Table of Contents

    • Preface
    • 1. Introduction
    • 2. Background results in representation theory
    • 3. Representations of SO(3) and harmonic analysis on S2
    • 4. Background results in probability and graphical methods
    • 5. Spectral representations
    • 6. Characterizations of isotropy
    • 7. Limit theorems for Gaussian subordinated random fields
    • 8. Asymptotics for the sample power spectrum
    • 9. Asymptotics for sample bispectra
    • 10. Spherical needlets and their asymptotic properties
    • 11. Needlets estimation of power spectrum and bispectrum
    • 12. Spin random fields
    • Appendix
    • Bibliography
    • Index.
      Authors
    • Domenico Marinucci , Università degli Studi di Roma 'Tor Vergata'

      Domenico Marinucci is a Full Professor of Probability and Mathematical Statistics and Director of the Department of Mathematics at the University of Rome, 'Tor Vergata'. He is also a Core Team member for the ESA satellite experiment 'Planck'.

    • Giovanni Peccati , Université du Luxembourg

      Giovanni Peccati is Full Professor in Stochastic Analysis at the University of Luxembourg.