EEG and Brain Connectivity: A Tutorial - Bio-Medical Instruments, Inc.
EEG and Brain Connectivity: A Tutorial - Bio-Medical Instruments, Inc.
EEG and Brain Connectivity: A Tutorial - Bio-Medical Instruments, Inc.
You also want an ePaper? Increase the reach of your titles
YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.
That is, the cross-spectrum power is the absolute value of the complexvalued<br />
cross-spectrum. The cross-spectrum power is a measure of<br />
connectivity based on the total shared energy between two locations at a<br />
specific frequency <strong>and</strong> it is a mixture of in-phase <strong>and</strong> out-of-phase activity<br />
(i.e., local <strong>and</strong> distant). The cross-spectrum power is a real number because<br />
a complex number times the complex conjugate is a real number.<br />
Coherence is a normalization of the cross-spectral power by dividing by the<br />
autospectra or the in-phase component <strong>and</strong>, therefore, coherence is<br />
independent of autospectral amplitude or power <strong>and</strong> varies from 0 to 1.<br />
Table III is an illustration of the computational details of coherence based<br />
on the FFT auto <strong>and</strong> cross-spectra in Table II:<br />
Table III<br />
H<strong>and</strong> Calculator Example<br />
Cospectrum, Quaspectrum <strong>and</strong> Ensemble Smoothing<br />
F (Hz)<br />
Record 1<br />
Record 2<br />
Record 3<br />
Average<br />
Cospectrum<br />
1.25 2.50 3.75 5.00<br />
0.128 -0.875 4.375 0.938<br />
-0.272 13.00 4.147 1.094<br />
0.363 14.50 7.012 1.891<br />
0.073 8.875 5.176 1.307<br />
Quaspectrum<br />
1.25 2.50 3.75 5.00<br />
0.204 3.25 -1.795 0.000<br />
-0.22 -21.125 0.541 0.000<br />
0.108 4.563 -1.156 0.000<br />
0.031 -4.438 -0.803 0.000<br />
Cospectrum (1.25 Hz) = 0.634(-0.073) + 0.737(0.237) = 0.128<br />
Quadspectrum (1.25 Hz) = 0.634(0.237) – 0.737(-0.073) = 0.204<br />
Cross-spectrum (1.25 Hz) = 0.128 + sq. root -1 (0.204) <strong>and</strong><br />
Cross-spectrum power (1.25 Hz) = (0.128 2 + 0.204 2 ) ½ = 0.241<br />
This computation is repeated for each frequency component to yield the<br />
complete cross-spectrum.<br />
As mentioned previously in section 3, the cross-spectrum is the sum<br />
of the in-phase potentials (i.e., cospectrum) <strong>and</strong> out-of-phase potentials (i.e.,