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MATLAB for neuroscientists : an introduction to scientific computing in MATLAB /
Matlab is the accepted standard for scientific computing, used globally in virtually all Neuroscience and Cognitive Psychology laboratories. For instance, SPM, the most used software for the analysis and manipulation of fMRI images in research and clinical practice is fully programmed in matlab, and...
| Clasificación: | Libro Electrónico |
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| Otros Autores: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Amsterdam ; Boston :
Elsevier/Academic Press,
©2009.
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| Temas: | |
| Acceso en línea: | Texto completo |
Tabla de Contenidos:
- Preface
- Part I: Fundamentals ; Introduction ; Tutorial
- Part II: Data Collection with Matlab ; Visual Search and Pop Out<; Attention ; Psychophysics ; Signal Detection Theory
- Part III: Data Analysis with Matlab ; Frequency Analysis Part I ; Frequency Analysis Part II: Non-stationary Signals and Spectrograms ; Wavelets ; Convolution ; Introduction to Phase Plane Analysis ; Exploring the Fitzhugh-Nagumo Model ; Neural Data Analysis: Encoding ; Principal Components Analysis ; Information Theory ; Neural Decoding: Discrete variables ; Neural Decoding: Continuous variables ; Functional Magnetic Imaging
- Part IV: Data Modeling with Matlab
- Voltage-Gated Ion Channels ; Models of a Single Neuron ; Models of the Retina ; Simplified Models of Spiking Neurons ; Fitzhugh-Nagumo Model: Traveling Waves ; Decision Theory ; Markov Model ; Modeling Spike Trains as a Poisson Process ; Synaptic Transmission ; Neural Networks: Unsupervised learning ; Neural Network: Supervised Learning
- Appendices ; Appendix 1: Thinking in Matlab ; Appendix 2: Linear Algebra Review.