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Non-Linear Time Series "A Dynamical System Approach"

Non-Linear Time Series "A Dynamical System Approach"

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  • ISBN:9780198523000
  • Editorial: Oxford University Press
  • Fecha de la edición:
  • Encuadernación:
  • Nº Pág.:584
  • Idiomas:Inglés,Ingles

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Written by an internationally recognized expert in the field, this book provides a valuable introduction to the rapidly growing area of non-linear time series. Because developments in the study of dynamical systems have motivated many of the advances discussed here, the author's coverage includes such fundamental concepts of dynamical systems theory as limit cycles, Lyapunov functions, thresholds, and stability, with detailed descriptions of their role in the analysis of non-linear time series data. As the first accessible and comprehensive account of these exciting new developments, this unique volume bridges the gap between linear and chaotic time series analysis. Both statisticians and dynamical systems theorists will value its survey of recent developments and the present state of research, as well as the discussion of a number of unsolved problems in the field.

1. Introduction
2. An Introduction to Dynamical Systems
3. Some Non-Linear Time Series Models
4. Probability Structure
5. Statistical Aspects
6. Non-Linear Least Squares Prediction Based on Non-Linear Models
7. Case Studies

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