Estimation of Cortical Connectivity in Humans: Advanced Signal Processing Techniques

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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.

Author(s): Laura Astolfi
Series: Synthesis Lectures on Biomedical Engineering
Edition: 1
Publisher: Morgan and Claypool Publishers
Year: 2008

Language: English
Pages: 109
Tags: Приборостроение;Обработка сигналов;

Foreword......Page 1
ABSTRACT......Page 4
biography-c.pdf......Page 0
Foreword......Page 9
INTRODUCTION......Page 11
STRUCTURAL EQUATION MODELING......Page 17
Signal Generation......Page 19
Parameter Estimation......Page 20
RESULTS OF THE SIMULATIONS......Page 23
Arc in Excess......Page 24
DISCUSSION......Page 28
Multivariate Autoregressive Process......Page 33
Directed Transfer Function......Page 50
THE HIGH-RESOLUTION ELECTROENCEPHALOGRAPHY......Page 51
EEG RECORDINGS......Page 59
EEG RECORDINGS......Page 71
ESTIMATED CONNECTIVITY PATTERNS......Page 79
TIME-VARYING ESTIMATION OF THE CORTICAL CONNECTIVITY......Page 85
Regions of Interest......Page 99
Author Biography......Page 109