عنوان

Climate time series analysis :classical statistical and bootstrap methods

Standard Number

26018

First Statement of Responsibility

Mudelsee, Manfred.

Title Proper

Climate time series analysis :classical statistical and bootstrap methods

Statement of Responsibility Relating to Edition

2ed

Place of Publication, Distribution, etc.

Cham, New York

Name of Publisher, Distributor, etc.

Springer

Name of Publisher, Distributor, etc.

4102

Specific Material Designation and Extent of Item

xxxii, 453 p

Text of Note

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. '...comprehensive mathematical and statistical summary of time-series analysis techniques geared towards climate applications...accessible to readers with knowledge of college-level 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, Past-President Royal Statistical Society(

Entry Element

، Climatology -- Statistical methods

Entry Element

، Time-series analysis

Class number

Relator Code

AU

Entry Element

Manfred Mudelsee

TI

Shelving Form of Title, Author, Author/Title

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