Kniha Climate Time Series Analysis Manfred Mudelsee

Climate Time Series Analysis

Classical Statistical and Bootstrap Methods

Jazyk: Angličtina
Vazba: Pevná
Dostupnost: 50 % šance
Prohledáme celý svět
5 300
Climate is a paradigm of a complex system. Analysing climate data is an exciting challenge, which is...

Informace o knize

Jazyk
Angličtina
Vazba
Kniha - Pevná
Vydáno
2010
Stránek
474
EAN
9789048194810
Enbook ID
01976865
Rozměry
155 x 235

Kompletní popis

Climate is a paradigm of a complex system. Analysing climate data is an exciting challenge, which is increased by non-normal distributional shape, serial dependence, uneven spacing and timescale uncertainties. This book presents bootstrap resampling as a computing-intensive method able to meet the challenge. It shows the bootstrap to perform reliably in the most important statistical estimation techniques: regression, spectral analysis, extreme values and correlation.§This book is written for climatologists and applied statisticians. It explains step by step the bootstrap algorithms (including novel adaptions) and methods for confidence interval construction. It tests the accuracy of the algorithms by means of Monte Carlo experiments. It analyses a large array of climate time series, giving a detailed account on the data and the associated climatological questions. This makes the book self-contained for graduate students and researchers.

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