Predicting the Future

Completing Models of Observed Complex Systems

(Autor)

Buch | Hardcover
238 Seiten
2013
Springer-Verlag New York Inc.
978-1-4614-7217-9 (ISBN)

Lese- und Medienproben

Predicting the Future - Henry Abarbanel
106,99 inkl. MwSt
Through the development of an exact path integral for use in transferring information from observations to a model of the observed system, the author provides a general framework for the discussion of model building and evaluation across disciplines. Through many illustrative examples drawn from models in neuroscience, geosciences, and nonlinear electrical circuits, the concepts are exemplified in detail. Practical numerical methods for approximate evaluations of the path integral are explored, and their use in designing experiments and determining a model’s consistency with observations is explored.

Henry Abarbanel is a new member of the Springer Complexity Board. He is a Professor of Physics at UCSD in La Jolla, CA. http://neurograd.ucsd.edu/faculty/detail.php?id=19

Preface.- 1 An Overview; The Challenge of Complex Systems.- 2 Examples as a Guide to the Issues.- 3 General Formulation of Statistical Data Assimilation.- 4 Evaluating the Path Integral.- 5 Twin Experiments.- 6 Analysis of Experimental Data.

Reihe/Serie Understanding Complex Systems
Zusatzinfo 91 Illustrations, color; 6 Illustrations, black and white; XVI, 238 p. 97 illus., 91 illus. in color.
Verlagsort New York, NY
Sprache englisch
Maße 155 x 235 mm
Themenwelt Informatik Grafik / Design Digitale Bildverarbeitung
Mathematik / Informatik Informatik Theorie / Studium
Mathematik / Informatik Mathematik Angewandte Mathematik
Naturwissenschaften Biologie Humanbiologie
Naturwissenschaften Biologie Zoologie
Naturwissenschaften Physik / Astronomie Theoretische Physik
Naturwissenschaften Physik / Astronomie Thermodynamik
Schlagworte Data assimilation challenges • Dynamical state and parameter estimation • Evaluation of path integrals • Model completion and consistency • Nonlinear Chaotic Electrical Circuit • Nonlinear Circuits
ISBN-10 1-4614-7217-2 / 1461472172
ISBN-13 978-1-4614-7217-9 / 9781461472179
Zustand Neuware
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