Deterministic chaos provides a novel framework for the analysis of irregular time series. Traditionally, nonperiodic signals are modeled by linear stochastic processes. But even very simple chaotic dynamical systems can exhibit strongly irregular time evolution without random inputs. Chaos theory offers completely new concepts and algorithms for time series analysis which can lead to a thorough understanding of the signal. The book introduces a broad choice of such concepts and methods, including phase space embeddings, ...
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Deterministic chaos provides a novel framework for the analysis of irregular time series. Traditionally, nonperiodic signals are modeled by linear stochastic processes. But even very simple chaotic dynamical systems can exhibit strongly irregular time evolution without random inputs. Chaos theory offers completely new concepts and algorithms for time series analysis which can lead to a thorough understanding of the signal. The book introduces a broad choice of such concepts and methods, including phase space embeddings, nonlinear prediction and noise reduction, Lyapunov exponents, dimensions and entropies, as well as statistical tests for nonlinearity. Related topics like chaos control, wavelet analysis and pattern dynamics are also discussed. Applications range from high quality, strictly deterministic laboratory data to short, noisy sequences which typically occur in medicine, biology, geophysics or the social sciences. All material is discussed and illustrated using real experimental data.
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Add this copy of Nonlinear Time Series Analysis (Cambridge Nonlinear to cart. $44.23, good condition, Sold by Bonita rated 4.0 out of 5 stars, ships from Newport Coast, CA, UNITED STATES, published 1999 by Cambridge University Press.
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Add this copy of Nonlinear Time Series Analysis to cart. $68.25, like new condition, Sold by Fair Price Book Sales rated 2.0 out of 5 stars, ships from Fairhaven, MA, UNITED STATES, published 1999 by Cambridge University Press.
Edition:
Reprint of first paperback of 1999-with corrections in 2000
Publisher:
Cambridge University Press
Published:
1999
Language:
English
Alibris ID:
17036843871
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Fine. Reprint. Trade paperback (US). 320 p. Cambridge Nonlinear Science Series. Audience: Professional and scholarly. As new condition. No markings in or on the book. See photo
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