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Academic & Professional Books  Environmental & Social Studies  Climate Change

Climate Time Series Analysis Classical Statistical and Bootstrap Methods

Handbook / Manual
By: Manfred Mudelsee(Author)
508 pages, 99 illustrations
Publisher: Springer-Verlag
Climate Time Series Analysis
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  • Climate Time Series Analysis ISBN: 9789048194810 Edition: 1 Hardback Sep 2010 Usually dispatched within 1-2 weeks
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About this book Contents Customer reviews Biography Related titles Recommended titles

About this book

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.

Climate Time Series Analysis 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. It explains step by step the bootstrap algorithms (including novel adaptions) and methods for confidence interval construction and tests the accuracy of the algorithms by means of Monte Carlo experiments.

Contents

- 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

Customer Reviews

Biography

Manfred Mudelsee received his diploma in Physics from the University of Heidelberg and his doctoral degree in Geology from the University of Kiel.

Handbook / Manual
By: Manfred Mudelsee(Author)
508 pages, 99 illustrations
Publisher: Springer-Verlag
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