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Singular Spectrum Analysis for Time Series

Language EnglishEnglish
Book Paperback
Book Singular Spectrum Analysis for Time Series Anatoly Zhigljavsky
Libristo code: 01662642
Singular spectrum analysis (SSA) is a technique of time series analysis and forecasting combining el... Full description
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Singular spectrum analysis (SSA) is a technique of time series analysis and forecasting combining elements of classical time series analysis, multivariate statistics, multivariate geometry, dynamical systems and signal processing. SSA seeks to decompose the original series into a sum of a small number of interpretable components such as trend, oscillatory components and noise. It is based on the singular value decomposition of a specific matrix constructed upon the time series. Neither a parametric model nor stationarity are assumed for the time series. This makes SSA a model-free method and hence enables SSA to have a very wide range of applicability. The present book is devoted to the methodology of SSA and shows how to use SSA both safely and with maximum effect. Potential readers of the book include: professional statisticians and econometricians, specialists in any discipline in which problems of time series analysis and forecasting occur, specialists in signal processing and those needed to extract signals from noisy data, and students taking courses on applied time series analysis.

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About the book

Full name Singular Spectrum Analysis for Time Series
Language English
Binding Book - Paperback
Date of issue 2013
Number of pages 120
EAN 9783642349126
ISBN 3642349129
Libristo code 01662642
Weight 212
Dimensions 239 x 153 x 10
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