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Estimation of Cortical Connectivity in Humans - Advanced Signal Processing Techniques (Paperback)
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Estimation of Cortical Connectivity in Humans - Advanced Signal Processing Techniques (Paperback)
Series: Synthesis Lectures on Biomedical Engineering
Expected to ship within 10 - 15 working days
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In the last ten years many different brain imaging devices have
conveyed a lot of information about the brain functioning in
different experimental conditions. In every case, the biomedical
engineers, together with mathematicians, physicists and physicians
are called to elaborate the signals related to the brain activity
in order to extract meaningful and robust information to correlate
with the external behavior of the subjects. In such attempt,
different signal processing tools used in telecommunications and
other field of engineering or even social sciences have been
adapted and re-used in the neuroscience field. The present book
would like to offer a short presentation of several methods for the
estimation of the cortical connectivity of the human brain. The
methods here presented are relatively simply to implement, robust
and can return valuable information about the causality of the
activation of the different cortical areas in humans using non
invasive electroencephalographic recordings. The knowledge of such
signal processing tools will enrich the arsenal of the
computational methods that a engineer or a mathematician could
apply in the processing of brain signals. Table of Contents:
Introduction / Estimation of the Effective Connectivity from
Stationary Data by Structural Equation Modeling / Estimation of the
Functional Connectivity from Stationary Data by Multivariate
Autoregressive Methods / Estimation of Cortical Activity by the use
of Realistic Head Modeling / Application: Estimation of
Connectivity from Movement-Related Potentials / Application to
High-Resolution EEG Recordings in a Cognitive Task (Stroop Test) /
Application to Data Related to the Intention of Limb Movements in
Normal Subjects and in a Spinal Cord Injured Patient / The
Instantaneous Estimation of the Time-Varying Cortical Connectivity
by Adaptive Multivariate Estimators / Time-Varying Connectivity
from Event-Related Potentials
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