Climate is a paradigm of a complex system. Analysing climate data is an exciting challenge, which is increased by nonnormal distributional shape, serial dependence, uneven spacing and timescale uncertainties. This book presents bootstrap resampling as a computingintensive 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. "...comprehensive mathematical and statistical summary of timeseries analysis techniques geared towards climate applications...accessible to readers with knowledge of collegelevel calculus and statistics." (Computers and Geosciences) "A key part of the book that separates it from other time series works is the explicit discussion of time uncertainty...a very useful text for those wishing to understand how to analyse climate time series." (Journal of Time Series Analysis) "...outstanding. One of the best books on advanced practical time series analysis I have seen." (David J. Hand, PastPresident Royal Statistical Society)
About Manfred Mudelsee
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 peerreviewed articles. In his 2003 Nature paper, Mudelsee introduced the bootstrap method to flood risk analysis. In 2005, he founded the company Climate Risk Analysis.Details Book
Author  :  Manfred Mudelsee 
Publisher  :  Springer International Publishing AG 
Data Published  :  28 June 2014 
ISBN  :  3319044494 
EAN  :  9783319044491 
Format Book  :  PDF, Epub, DOCx, TXT 
Number of Pages  :  454 pages 
Age +  :  15 years 
Language  :  English 
Rating  : 
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