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ISBN-13: 9781402004353, 978-1402004353. Exploration of Cortical Function summarizes recent research efforts aiming at the revelation of cortical population coding and signal processing st… Altro …

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Exploration of Cortical Function: Imaging and Modeling Cortical Population Coding Strategies - copertina rigida, flessible

2002, ISBN: 9781402004353

Springer, Gebundene Ausgabe, Auflage: 2002, 284 Seiten, Publiziert: 2002-01-31T00:00:01Z, Produktgruppe: Buch, Hersteller-Nr.: 5217725, 1.44 kg, Medizin, Kategorien, Bücher, Informatik, I… Altro …

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Stetter, M.:
Exploration of Cortical Function Imaging and Modeling Cortical Population Coding Strategies - copertina rigida, flessible

2002

ISBN: 1402004354

2002 Gebundene Ausgabe Medizinische Bildverarbeitung: Radiologie, Mathematische Physik, Neurowissenschaften, Künstliche Intelligenz, Bildverarbeitung, Anatomy; biologicallyinspired; com… Altro …

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2002, ISBN: 9781402004353

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Stetter, M.:
Exploration of Cortical Function: Imaging and Modeling Cortical Population Coding Strategies - copertina rigida, flessible

2002, ISBN: 1402004354

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Exploration of Cortical Function: Imaging and Modeling Cortical Population Coding Strategies
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ISBN:

1402004354


Exploration of Cortical Function summarizes recent research efforts aiming at the revelation of cortical population coding and signal processing strategies. Topics include optical detection techniques of population activity in the sub-millimeter range, advanced methods for the statistical analysis of these data, and biologically inspired neuronal modeling techniques for population activities in the frameworks of optimal coding, statistical learning theory, and mean-field recurrent networks. Exploration of Cortical Function is unique in that it covers one complete branch of population-based brain research ranging from techniques for data acquisition over data analysis up to modeling techniques for the quantification of functional principles. The volume covers an area which is of great current interest to researchers working on cerebral cortex. The combination of models and image analysis techniques to examine the activity of large cohorts of neurons is especially intriguing and prone to considerable error and debate.

Informazioni dettagliate del libro - Exploration of Cortical Function: Imaging and Modeling Cortical Population Coding Strategies


EAN (ISBN-13): 9781402004353
ISBN (ISBN-10): 1402004354
Copertina rigida
Copertina flessibile
Anno di pubblicazione: 2002
Editore: Springer
288 Pagine
Peso: 0,649 kg
Lingua: eng/Englisch

Libro nella banca dati dal 2007-04-24T05:28:12+02:00 (Rome)
Pagina di dettaglio ultima modifica in 2023-07-16T20:05:21+02:00 (Rome)
ISBN/EAN: 1402004354

ISBN - Stili di scrittura alternativi:
1-4020-0435-4, 978-1-4020-0435-3
Stili di scrittura alternativi e concetti di ricerca simili:
Autore del libro : stetter martin
Titolo del libro: imaging, population zero, cortica

Dati dell'editore

Autore: M. Stetter
Titolo: Exploration of Cortical Function - Imaging and Modeling Cortical Population Coding Strategies
Editore: Springer; Springer Netherland
269 Pagine
Anno di pubblicazione: 2002-01-31
Dordrecht; NL
Lingua: Inglese
160,49 € (DE)
164,99 € (AT)
177,00 CHF (CH)
Available
XV, 269 p.

BB; Hardcover, Softcover / Medizin/Klinische Fächer; Medizinische Bildverarbeitung: Radiologie; Verstehen; anatomy; biologically inspired; computational neuroscience; cortex; image analysis; knowledge; learning; learning theory; modeling; neurons; neurophysiology; neuroscience; physiology; Neuroradiology; Complex Systems; Artificial Intelligence; Neuroscience; Computer Imaging, Vision, Pattern Recognition and Graphics; Theoretical, Mathematical and Computational Physics; Kybernetik und Systemtheorie; Künstliche Intelligenz; Neurowissenschaften; Bildverarbeitung; Mathematische Physik; BC

1. Introduction.- 2. Neurons and Neuronal Signal.- 1 Overview.- 2 The Resting Potential.- 3 Passive Signal Propagation in Dendrites.- 4 Active Propagation of Spikes.- 5 Synaptic Transmission and Plasticity.- 3 The Early Visual System of Macaque Monkeys.- 1 Anatomy of the Early Visual Pathway.- 2 Physiology of the Early Visual Pathway.- 4 Optical Imaging of Brain Activity.- 1 Principles of Optical Imaging.- 2 Monte-Carlo Simulation of Optical Imaging.- 3 Results for Simulated Video Imaging.- 4 Simulated Scanning Laser Optical Imaging.- 5 Optical Imaging as Source Separation Problem.- 1 Formulation of the Source Separation Task.- 2 Heuristic Methods for Source Separation.- 6 Regression Methods for Source Separation.- 1 General Linear Models.- 2 Nonlinear Parametric Models.- 7 Projection Methods for Source Separation.- 1 Principle.- 2 Principal Component Analysis.- 3 Independent Component Analysis.- 4 Second Order Decorrelation Methods.- 5 Examples and Benchmarks.- 8 Real World Applications of Source Separation Techniques.- 1 Nonlinear Model-Analysis of Calcium Imaging Signals.- 2 PCA for Optical Imaging of Intrinsic Signals.- 3 ESD for Optical Imaging Data.- 4 Concluding Remarks.- 9 Computational Models of Early Vision.- 1 Why Computational Models?.- 2 Statistics of Natural Images.- 3 Compact Coding.- 4 Factorial Codes.- 5 Sparse Distributed Coding.- 10 Mean-Field Modeling of Cortical Function.- 1 Iceberg-Model of Orientation Selectivity.- 2 Mean-Field Model of Neuronal Population Activity.- 3 Modeling Orientation Selectivity with two Cell Types.- 4 Modeling Contrast Saturation with two Cell Types.- 5 Hypercolumns with Multiple Populations.- 6 Mean-Field Modeling of Contextual Effects.- 7 Concluding Remarks.- References.
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