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MATLAB for Neuroscientists Pascal Wallisch (New York University, NY, USA)

MATLAB for Neuroscientists von Pascal Wallisch (New York University, NY, USA)

MATLAB for Neuroscientists Pascal Wallisch (New York University, NY, USA)


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Zusammenfassung

Matlab is the accepted standard for scientific computing, used globally in virtually all Neuroscience and Cognitive Psychology laboratories. This title is suitable for the teaching of Matlab in the Neurosciences and in Psychology.

MATLAB for Neuroscientists Zusammenfassung

MATLAB for Neuroscientists: An Introduction to Scientific Computing in MATLAB Pascal Wallisch (New York University, NY, USA)

MATLAB for Neuroscientists: An Introduction to Scientific Computing in MATLAB is the first comprehensive teaching resource and textbook for the teaching of MATLAB in the Neurosciences and in Psychology. MATLAB is unique in that it can be used to learn the entire empirical and experimental process, including stimulus generation, experimental control, data collection, data analysis and modeling. Thus a wide variety of computational problems can be addressed in a single programming environment. The idea is to empower advanced undergraduates and beginning graduate students by allowing them to design and implement their own analytical tools. As students advance in their research careers, they will have achieved the fluency required to understand and adapt more specialized tools as opposed to treating them as black boxes. Virtually all computational approaches in the book are covered by using genuine experimental data that are either collected as part of the lab project or were collected in the labs of the authors, providing the casual student with the look and feel of real data. In some cases, published data from classical papers are used to illustrate important concepts, giving students a computational understanding of critically important research.

MATLAB for Neuroscientists Bewertungen

The book is clear, cogent, and systematic. It provides much more than the essential nuts-and-bolts - it also leads the reader to learn to think about the empirical enterprise writ large...This book should be given a privileged spot on the bookshelf of every teacher, student, and researcher in the behavioral and cognitive sciences. --Stephen M. Kosslyn, John Lindsley Professor of Psychology, Dean of Social Science, Harvard University, Cambridge, MA, USA This is an excellent book that should be on the desk of any neuroscientist or psychologist who wants to analyze and understand his or her own data by using MATLAB...Several books with MATLAB toolboxes exist; I find this one special both for its clarity and its focus on problems related to neuroscience and cognitive psychology. --Nikos Logothetis, Director, Max Planck Institute for Biological Cybernetics, Tubingen, Germany MATLAB for Neuroscientists provides a unique and relatively comprehensive introduction to the MATLAB programming language in the context of brain sciences...The book would work well as a supplementary source for an introductory coursein computational analysis and modeling in visual neuroscience, for graduate students or advanced undergraduates. --Eero P. Simoncelli, Investigator, Howard Hughes Medical Institute; Professor, Neural Science, Mathematics, and Psychology, New York University, New York, USA

Über Pascal Wallisch (New York University, NY, USA)

Pascal Wallisch received his PhD from the University of Chicago, did postdoctoral work at the Center for Neural Science at New York University, and currently serves as a clinical assistant professor of Psychology at New York University. His research interests are at the intersection of Psychology and Neuroscience, specifically Cognitive and Computational Neuroscience. His current work focuses on motion perception, autism and the appraisal of film.

Inhaltsverzeichnis

1. Introduction 2. MATLAB Tutorial 3. Visual Search and Pop Out 4. Attention 5. Psychophysics 6. Signal Detection Theory 7. Frequency Analysis Part I: Fourier Decomposition 8. Frequency Analysis Part II: Nonstationary Signals and Spectrograms 9. Wavelets 10. Convolution 11. Introduction to Phase Plane Analysis 12. Exploring the Fitzhugh-Nagumo Model 13. Neural Data Analysis: Encoding 14. Principal Components Analysis 15. Information Theory 16. Neural Decoding Part I: Discrete Variables 17. Neural Decoding Part II: Continuous Variables 18. Functional Magnetic Imaging 19. Voltage-Gated Ion Channels 20. Models of a Single Neuron 21. Models of the Retina 22. Simplified Model of Spiking Neurons 23. Fitzhugh-Nagumo Model: Traveling Waves 24. Decision Theory 25. Markov Models 26. Modeling Spike Trains as a Poisson Process 27. Synaptic Transmission 28. Neural Networks Part I: Unsupervised Learning 29. Neural Network Part II: Supervised Learning

Zusätzliche Informationen

GOR006074235
9780123745514
0123745519
MATLAB for Neuroscientists: An Introduction to Scientific Computing in MATLAB Pascal Wallisch (New York University, NY, USA)
Gebraucht - Sehr Gut
Gebundene Ausgabe
Elsevier Science Publishing Co Inc
20081106
400
N/A
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