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EEG Signal Processing and Feature Extraction

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Cover of 'EEG Signal Processing and Feature Extraction'

Table of Contents

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    Book Overview
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    Chapter 1 Introduction
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    Chapter 2 EEG: Neural Basis and Measurement
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    Chapter 3 Electroencephalography, Evoked Potentials, and Event-Related Potentials
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    Chapter 4 ERP Experimental Design
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    Chapter 5 EEG Preprocessing and Denoising
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    Chapter 6 Spectral and Time-Frequency Analysis
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    Chapter 7 Blind Source Separation
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    Chapter 8 Microstate Analysis
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    Chapter 9 Source Analysis
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    Chapter 10 Single-Trial Analysis
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    Chapter 11 Nonlinear Neural Dynamics
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    Chapter 12 Connectivity Analysis
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    Chapter 13 Spatial Complex Brain Network
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    Chapter 14 Temporal Complex Network Analysis
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    Chapter 15 Machine Learning
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    Chapter 16 Deep Learning
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    Chapter 17 Statistical Analysis
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    Chapter 18 Simultaneous EEG-fMRI
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    Chapter 19 EEG/ERP Data Analysis Toolboxes
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    Chapter 20 Summary and Conclusions
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