An Introduction to Statistical Modeling of Extreme Values
Statistics
Résumé
Directly oriented towards real practical application,
this book develops both the basic theoretical framework of
extreme value models and the statistical inferential
techniques for using these models in practice.
Intended for statisticians and non-statisticians alike, the
theoretical treatment is elementary, with heuristics often
replacing detailed mathematical proof. Most aspects of
extreme modeling techniques are covered, including
historical techniques (still widely used) and contemporary
techniques based on point process models. A wide range of
worked examples, using genuine datasets, illustrate the
various modeling procedures and a concluding chapter
provides a brief introduction to a number of more advanced
topics, including Bayesian inference and spatial
extremes.
All the computations are carried out using S-PLUS, and the
corresponding datasets and functions are available via the
Internet for readers to recreate examples for themselves.
An essential reference for students and researchers in
statistics and disciplines such as engineering, finance and
environmental science, this book will also appeal to
practitioners looking for practical help in solving real
problems.
Stuart Coles is Reader in Statistics at the University of
Bristol, UK, having previously lectured at the universities
of Nottingham and Lancaster. In 1992 he was the first
recipient of the Royal Statistical Society's research
prize. He has published widely in the statistical
literature, principally in the area of extreme value
modeling.
- 1. Introduction
- 2. Basics of Statistical Modeling
- 3. Classical Extreme Value Theory and Models
- 4. Threshold Models
- 5. Extremes of Dependent Sequences
- 6. Extremes of Non-Stationary Sequences
- 7. A Point Process Characterization of Extremes
- 8. Multivariate Extremes
- 9. Further Topics
- Appendix A: Computational Aspects
- Index.
L'auteur - Stuart Coles
Coles, Stuart, University of Bristol, UK
Caractéristiques techniques
PAPIER | |
Éditeur(s) | Springer |
Auteur(s) | Stuart Coles |
Parution | 24/10/2002 |
Nb. de pages | 208 |
Format | 16 x 24 |
Couverture | Relié |
Poids | 475g |
Intérieur | Noir et Blanc |
EAN13 | 9781852334598 |
ISBN13 | 978-1-85233-459-8 |
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