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portada Applied Extreme Value Statistics. With a Special Focus on the ACER Method
Formato
Libro Físico
Año
2025
N° páginas
268
Encuadernación
Tapa Blanda
Dimensiones
23.5x15.5 cm
ISBN13
9783031607714

Applied Extreme Value Statistics. With a Special Focus on the ACER Method

Arvid Naess (Autor) · Springer International Publishing AG · Tapa Blanda

Applied Extreme Value Statistics. With a Special Focus on the ACER Method - Arvid Naess

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Reseña del libro "Applied Extreme Value Statistics. With a Special Focus on the ACER Method"

This book does not focus solely on asymptotic extreme value distributions. In addition to the traditional asymptotic methods, it introduces a data-driven, computer-based method, which provides insights into the exact extreme value distribution inherent in the data, and which avoids asymptotics. It therefore differs from currently available texts on extreme value statistics in one very important aspect.  The method described provides a unique tool for diagnostics, and for efficient and accurate extreme value prediction based on measured or simulated data. It also has straightforward extensions to multivariate extreme value distributions. The first half provides an introduction to extreme value statistics with an emphasis on applications. It includes chapters on classical asymptotic theories and threshold exceedance models, with many illustrative examples. The mathematical level is elementary and, to increase readability, detailed mathematical proofs have been avoided in favour of heuristic arguments. The second half presents in some detail specialized topics that illustrate the power and the limitations of the concepts discussed. With diverse applications to science, engineering and finance, the techniques described in this book will be useful to readers from many different backgrounds.

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