Extracting Knowledge From Time Series An Introduction to Nonlinear Empirical Modeling /

• Κύριοι συγγραφείς: Bezruchko, Boris P. (Συγγραφέας), Smirnov, Dmitry A. (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2010.
• Σειρά: Springer Series in Synergetics,
• Θέματα: Physics.; Geophysics.; Economics, Mathematical.; Statistical physics.; Dynamical systems.; Environmental sciences.; Economic theory.; Statistical Physics, Dynamical Systems and Complexity.; Geophysics/Geodesy.; Quantitative Finance.; Economic Theory/Quantitative Economics/Mathematical Methods.; Environmental Physics.

This book addresses the fundamental question of how to construct mathematical models for the evolution of dynamical systems from experimentally-obtained time series. It places emphasis on chaotic signals and nonlinear modeling and discusses different approaches to the forecast of future system evolu...

Πίνακας περιεχομένων:

• Models And Forecast
• The Concept of Model. What is Remarkable in Mathematical Models
• Two Approaches to Modelling and Forecast
• Dynamical (Deterministic) Models of Evolution
• Stochastic Models of Evolution
• Modeling From Time Series
• Problem Posing in Modelling from Data Series
• Data Series as a Source for Modelling
• Restoration of Explicit Temporal Dependencies
• Model Equations: Parameter Estimation
• Model Equations: Restoration of Equivalent Characteristics
• Model Equations: “Black Box” Reconstruction
• Practical Applications of Empirical Modelling
• Identification of Directional Couplings
• Outdoor Examples.