Extracting Knowledge From Time Series

An Introduction to Nonlinear Empirical Modeling

Authors:

ISBN: 978-3-642-12600-0 (Print) 978-3-642-12601-7 (Online)

Table of contents (13 chapters)

  1. Front Matter

    Pages i-xxi

  2. Models And Forecast

    1. Front Matter

      Pages 1-1

    2. No Access

      Book Chapter

      Pages 3-23

      The Concept of Model. What is Remarkable in Mathematical Models

    3. No Access

      Book Chapter

      Pages 25-69

      Two Approaches to Modelling and Forecast

    4. No Access

      Book Chapter

      Pages 71-125

      Dynamical (Deterministic) Models of Evolution

    5. No Access

      Book Chapter

      Pages 127-147

      Stochastic Models of Evolution

  3. Modeling From Time Series

    1. Front Matter

      Pages 149-149

    2. No Access

      Book Chapter

      Pages 151-158

      Problem Posing in Modelling from Data Series

    3. No Access

      Book Chapter

      Pages 159-200

      Data Series as a Source for Modelling

    4. No Access

      Book Chapter

      Pages 201-231

      Restoration of Explicit Temporal Dependencies

    5. No Access

      Book Chapter

      Pages 233-254

      Model Equations: Parameter Estimation

    6. No Access

      Book Chapter

      Pages 255-273

      Model Equations: Restoration of Equivalent Characteristics

    7. No Access

      Book Chapter

      Pages 275-308

      Model Equations: “Black Box” Reconstruction

    8. No Access

      Book Chapter

      Pages 309-318

      Practical Applications of Empirical Modelling

    9. No Access

      Book Chapter

      Pages 319-348

      Identification of Directional Couplings

    10. No Access

      Book Chapter

      Pages 349-388

      Outdoor Examples

  4. Back Matter

    Pages 389-407