Statistical signal processing for neuroscience and neurotechnology /

Bibliographic Details
Other Authors:	Oweiss, Karim G.
Format:	Book
Language:	English
Published:	Burlington, Mass. : Elsevier/Academic Press, [2010]
Subjects:	Electroencephalography. Signal processing > Digital techniques. Brain mapping. Brain > physiology. Signal Processing, Computer-Assisted. Brain Mapping > instrumentation. Man-Machine Systems. Prostheses and Implants. User-Computer Interface.

Table of Contents:

Detection and classification of extracellular action potential recordings
Information-theoretic analysis of neural data
Identification of nonlinear dynamics in neural population activity
Graphical models of functional and effective neuronal connectivity
State-space modeling of neural spike train and behavioral data
Neural decoding for motor and communication prostheses
Inner products for representation and learning in the spike train domain
Signal processing and machine learning for single-trial analysis of simultaneously acquired EEG and fMRI
Statistical pattern recognition and machine learning in brain-computer interfaces
Prediction of muscle activity from cortical signals to restore hand grasp in subjects with spinal cord injury