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Résumé
The goal of the book is to provide a detailed and unified
study of the flow of information in a quantitative manner,
utilizing methods and techniques from information theory,
time series analysis, nonlinear dynamics, and neural
networks. The authors use analysis of test-bed simulations,
empirical data, and real-world applications to give
concrete perspectives and reinforcement for the key
conceptual ideas and methods. The formulation provides a
unique and consistent conceptual framework for the problem
of discovering knowledge behind empirical data.
Topics and Features:
- self-contained presentations of concepts and
methods
- interdisciplinary perspective
- dynamical characterization of time signals
- information flow and coarse graining
- real data applications
- coverage of temporal and spatiotemporal systems
The book is an essential text/refèrence on the latest concepts and methods for studying quantitative modeling of nonlinear dynamical system behavior. Postgraduates, professionals, and researchers in science, engineering, computer science, and neural computing will find the book a useful and authoritative resource for the subject.
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.
L'auteur - Gustavo Deco
Siemens AG, Munich, Germany
Caractéristiques techniques
PAPIER | |
Éditeur(s) | Springer |
Auteur(s) | Gustavo Deco, Deco, Bernd Schurmann |
Parution | 01/10/2000 |
Nb. de pages | 281 |
Format | 18 x 24 |
Couverture | Relié |
Poids | 696g |
Intérieur | 2 couleurs |
EAN13 | 9780387950471 |
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