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Statistical Analysis of Climate Series

2012-10-30 Mathematics
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Release : 2012-10-30
Genre : Mathematics
Kind : eBook
Book Rating : 848/5 ( reviews)

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Book Synopsis Statistical Analysis of Climate Series by : Helmut Pruscha

Download or read book Statistical Analysis of Climate Series written by Helmut Pruscha. This book was released on 2012-10-30. Available in PDF, EPUB and Kindle. Book excerpt: The book presents the application of statistical methods to climatological data on temperature and precipitation. It provides specific techniques for treating series of yearly, monthly and daily records. The results’ potential relevance in the climate context is discussed. The methodical tools are taken from time series analysis, from periodogram and wavelet analysis, from correlation and principal component analysis, and from categorical data and event-time analysis. The applied models are - among others - the ARIMA and GARCH model, and inhomogeneous Poisson processes. Further, we deal with a number of special statistical topics, e.g. the problem of trend-, season- and autocorrelation-adjustment, and with simultaneous statistical inference. Programs in R and data sets on climate series, provided at the author’s homepage, enable readers (statisticians, meteorologists, other natural scientists) to perform their own exercises and discover their own applications.

Climate Time Series Analysis

2010-08-26 Science
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Release : 2010-08-26
Genre : Science
Kind : eBook
Book Rating : 822/5 ( reviews)

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Book Synopsis Climate Time Series Analysis by : Manfred Mudelsee

Download or read book Climate Time Series Analysis written by Manfred Mudelsee. This book was released on 2010-08-26. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Statistical Analysis of Climate Extremes

2020
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Release : 2020
Genre :
Kind : eBook
Book Rating : 187/5 ( reviews)

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Book Synopsis Statistical Analysis of Climate Extremes by : Manfred Mudelsee

Download or read book Statistical Analysis of Climate Extremes written by Manfred Mudelsee. This book was released on 2020. Available in PDF, EPUB and Kindle. Book excerpt: The risks posed by climate change and its effect on climate extremes are an increasingly pressing societal problem. This book provides an accessible overview of the statistical analysis methods which can be used to investigate climate extremes and analyse potential risk. The statistical analysis methods are illustrated with case studies on extremes in the three major climate variables: temperature, precipitation, and wind speed. The book also provides datasets and access to appropriate analysis software, allowing the reader to replicate the case study calculations. Providing the necessary tools to analyse climate risk, this book is invaluable for students and researchers working in the climate sciences, as well as risk analysts interested in climate extremes.

Statistical Analysis in Climate Research

2002-02-21 Science
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Release : 2002-02-21
Genre : Science
Kind : eBook
Book Rating : 099/5 ( reviews)

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Book Synopsis Statistical Analysis in Climate Research by : Hans von Storch

Download or read book Statistical Analysis in Climate Research written by Hans von Storch. This book was released on 2002-02-21. Available in PDF, EPUB and Kindle. Book excerpt: Climatology is, to a large degree, the study of the statistics of our climate. The powerful tools of mathematical statistics therefore find wide application in climatological research. The purpose of this book is to help the climatologist understand the basic precepts of the statistician's art and to provide some of the background needed to apply statistical methodology correctly and usefully. The book is self contained: introductory material, standard advanced techniques, and the specialised techniques used specifically by climatologists are all contained within this one source. There are a wealth of real-world examples drawn from the climate literature to demonstrate the need, power and pitfalls of statistical analysis in climate research. Suitable for graduate courses on statistics for climatic, atmospheric and oceanic science, this book will also be valuable as a reference source for researchers in climatology, meteorology, atmospheric science, and oceanography.

Statistical Analysis of Climate Series

2012-11-01
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Release : 2012-11-01
Genre :
Kind : eBook
Book Rating : 859/5 ( reviews)

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Book Synopsis Statistical Analysis of Climate Series by :

Download or read book Statistical Analysis of Climate Series written by . This book was released on 2012-11-01. Available in PDF, EPUB and Kindle. Book excerpt:

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