Nonlinear Time Series
Nonparametric and Parametric Methods

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Language: English
Cover of the book Nonlinear Time Series

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This is the first book that integrates useful parametric and nonparametric techniques with time series modeling and prediction, the two important goals of time series analysis. Such a book will benefit researchers and practitioners in various fields such as econometricians, meteorologists, biologists, among others who wish to learn useful time series methods within a short period of time. The book also intends to serve as a reference or text book for graduate students in statistics and econometrics.

Introduction * Characteristics of Time Series * ARMA Modeling and Forecasting * Parametric Nonlinear Time Series Models * Nonparametric Density Estimation * Smoothing in Time Series * Spectral Density Estimation and Its Applications * Nonparametric Models * Model Validation * Nonlinear Prediction