Laws of small numbers: extremes and rare events

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Since the publication of the first edition of this seminar book in 1994, the theory and applications of extremes and rare events have enjoyed an enormous and still increasing interest. The intention of the book is to give a mathematically oriented development of the theory of rare events underlying various applications. This characteristic of the book was strengthened in the second edition by incorporating various new results. In this third edition, the dramatic change of focus of extreme value theory has been taken into account: from concentrating on maxima of observations it has shifted to large observations, defined as exceedances over high thresholds. One emphasis of the present third edition lies on multivariate generalized Pareto distributions, their representations, properties such as their peaks-over-threshold stability, simulation, testing and estimation. Reviews of the 2nd edition: "In brief, it is clear that this will surely be a valuable resource for anyone involved in, or seeking to master, the more mathematical features of this field." David Stirzaker, Bulletin of the London Mathematical Society "Laws of Small Numbers can be highly recommended to everyone who is looking for a smooth introduction to Poisson approximations in EVT and other fields of probability theory and statistics. In particular, it offers an interesting view on multivariate EVT and on EVT for non-iid observations, which is not presented in a similar way in any other textbook." Holger Drees, Metrika

Author(s): Michael Falk, Jürg Hüsler, Rolf-Dieter Reiss (auth.)
Edition: 3
Publisher: Birkhäuser Basel
Year: 2011

Language: English
Pages: 509
Tags: Probability Theory and Stochastic Processes; Statistical Theory and Methods

Front Matter....Pages i-xv
Front Matter....Pages 1-1
Functional Laws of Small Numbers....Pages 3-23
Extreme Value Theory....Pages 25-101
Estimation of Conditional Curves....Pages 103-131
Front Matter....Pages 133-133
Basic Theory of Multivariate Maxima....Pages 135-169
Multivariate Generalized Pareto Distributions....Pages 171-257
The Pickands Approach in the Bivariate Case....Pages 259-309
Multivariate Extremes: Supplementary Concepts and Results....Pages 311-340
Front Matter....Pages 341-341
Introduction to the Non-IID Case....Pages 343-356
Extremes of Random Sequences....Pages 357-380
Extremes of Gaussian Processes....Pages 381-418
Extensions for Rare Events....Pages 419-454
Statistics of Extremes....Pages 455-471
Back Matter....Pages 473-509