Advanced Data Analysis in Neuroscience

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Sprache: Englisch

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Beschreibung

Designed for use as a textbook in statistics for students from the neuro- and biosciences
Integrates statistical analysis with a dynamical systems perspective and computational modeling

Reviews almost all areas of applied statistics, including advanced topics for computational neuroscientists
Provides interactive examples and MATLAB-based example codes

Über den Autor

Daniel Durstewitz is Professor for Theoretical Neuroscience and Head of the Department of Theoretical Neuroscience at the Central Institute of Mental Health, Mannheim, and the University of Heidelberg. He is also the coordinator and a director of the Bernstein Center for Computational Neuroscience Heidelberg-Mannheim. He has authored numerous articles in the fields of theoretical and computational neuroscience, applying and advancing various statistical and modeling techniques. Together with Jeremy Seamans, he has also developed an influential computational theory of dopamine function in the prefrontal cortex.

Zusammenfassung

Designed for use as a textbook in statistics for students from the neuro- and biosciences

Integrates statistical analysis with a dynamical systems perspective and computational modeling

Reviews almost all areas of applied statistics, including advanced topics for computational neuroscientists

Provides interactive examples and MATLAB-based example codes

Inhaltsverzeichnis

Statistical Inference.- Regression Problems.- Classification Problems.- Model Complexity and Selection.- Clustering and Density Estimation.- Dimensionality Reduction.- Linear Time Series Analysis.- Nonlinear Concepts in Time Series Analysis.- Time Series From a Nonlinear Dynamical Systems Perspective.

Details

Erscheinungsjahr:	2018
Fachbereich:	Wahrscheinlichkeitstheorie
Genre:	Mathematik , Medizin , Naturwissenschaften , Technik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Inhalt:	xxv 292 S. 10 s/w Illustr. 66 farbige Illustr. 292 p. 76 illus. 66 illus. in color.
ISBN-13:	9783319867502
ISBN-10:	3319867504
Sprache:	Englisch
Einband:	Kartoniert / Broschiert
Autor:	Durstewitz, Daniel
Auflage:	Softcover reprint of the original 1st edition 2017
Hersteller:	Springer Palgrave Macmillan Springer International Publishing AG
Verantwortliche Person für die EU:	Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com
Maße:	235 x 155 x 18 mm
Von/Mit:	Daniel Durstewitz
Erscheinungsdatum:	11.08.2018
Gewicht:	0,487 kg