Climate Time Series Analysis Classical Statistical and Bootstrap Methods /

• Main Author: Mudelsee, Manfred (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Dordrecht : Springer Netherlands : Imprint: Springer, 2010.
• Series: Atmospheric and Oceanographic Sciences Library, 42
• Subjects: Environment.; Meteorology.; Statistics.; Climate change.; Climate Change.; Statistical Theory and Methods.

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 c...

Table of 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.