Information Dynamics: Foundations and Applications / Edition 1

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Information Dynamics presents an interdisciplinary treatment of nonlin ear dynamical systems with an emphasis on complex systems which transm it information in time and space. The book offers a new theoretical ap proach to dynamical systems from an information theory perspective. Th e goal of the book is to provide a detailed and unified study of the f low of information in a quantitative manner, utilizing methods and tec hniques from information theory, time series analysis, nonlinear dynam ics and neural networks. The authors use analysis of test-bed simulati ons, empirical data, and real-world applications to give concrete pers pectives and reinforcement for the key conceptual ideas and methods. T he formulation provides a unique and consistent conceptual framework f or the problem of discovering knowledge behind empirical data.

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Product Details

  • ISBN-13: 9780387950471
  • Publisher: Springer New York
  • Publication date: 9/21/2000
  • Edition description: 2001
  • Edition number: 1
  • Pages: 281
  • Product dimensions: 9.21 (w) x 6.14 (h) x 0.69 (d)

Table of Contents

Introduction.- Dynamical Systems Overview.- Statistical Structure Extraction in Dynamical Systems: Parametric Formulation.- Applications: Parametric Characterization of Time Series.- Statistical Structure Extraction in Dynamical Systems: Nonparametric Formulation.- Applications: Nonparametric Characterization of Time Series.- Statistical Structure Extraction in Dynamical Systems: Semiparametric Formulation.- Applications: Semiparametric Characterization of Time Series.- Information Processing and Coding in Spatio-Temporal Dynamical Systems.- Applications: Information Processing and Coding in Spatio-Temporal Dynamical Systems.- Appendixes A,B,C,D.- References.

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