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Climate Time Series Analysis

Classical Statistical and Bootstrap Methods
 
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Buch (Gebunden)
Jahr:2010
Sprache:Englisch
CHF266.50
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Climate Time Series Analysis
PDF
Englisch
474 Seiten
2010


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....

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Mudelsee, Manfred

Manfred Mudelsee received his diploma in Physics from the University of Heidelberg and his doctoral degree in Geology from the University of Kiel. He was then postdoc in Statistics at the University of Kent at Canterbury, research scientist in Meteorology at the University of Leipzig and visiting scholar in Earth Sciences at Boston University; currently he does climate research at the Alfred Wegener Institute for Polar and Marine Research, Bremerhaven. His science focuses on climate extremes, time series analysis and mathematical simulation methods. He has authored over 50 peer-reviewed articles. In his 2003 Nature paper, Mudelsee introduced the bootstrap method to flood risk analysis. In 2005, he founded the company Climate Risk Analysis.

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Inhaltsverzeichnis

Fundamental Concepts.- Persistence Models.- Bootstrap Confidence Intervals.- Univariate Time Series.- Regression I.- Spectral Analysis.- Extreme Value Time Series.- Bivariate Time Series.- Correlation.- Regression II.- Outlook.- Future Directions.

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Produkte-Details

TitelClimate Time Series Analysis
ISBN/EAN978-90-481-9481-0
Autor(en)Mudelsee, Manfred
Erscheinungsjahr2010
Produkt- und EinbandartBuch (Gebunden)
SpracheEnglisch
Artikel-Nr.9658422

 

Auch erhältlich als:

Climate Time Series Analysis
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