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Nonlinear Time Series Analysis (Cambridge Nonlinear Science Series)
Rok: 1999
ISBN: 9780521653879
OKCZID: 110198897
Anotace
Deterministic chaos provides a striking explanation for the analysis of irregular time series. This book includes such concepts as phase space embeddings, nonlinear prediction and noise reduction, Lyapunov exponents, dimensions and entropies, as well as statistical tests for nonlinearity. Related topics such as chaos control, wavelet analysis and pattern dynamics are also discussed. Applications range from high quality, strictly deterministic laboratory data to short, noisy sequences that typically occur in medicine, biology, geophysics or the social sciences. All material is discussed and illustrated using real experimental data. This book will be of value to any graduate student or researcher who needs to be able to analyze time series data, especially in the fields of physics, chemistry, biology, geophysics, medicine, economics and the social sciences.