The linear regression revealed strong correlation for the entire training for gain values (R2 = 0.68) and moderate correlation for the phase values (R2 = 0.55).
First, the binarization threshold was changed from 41 to 50, and the value of the correlation coefficient observed to determine the threshold value with the highest correlation coefficient.
One sees that for small and intermediate thresholds in the correlation matrix the reconstructed network tends to compact the linear chain, while higher threshold values may break the chain.
Actual lipid correlation graphs are then obtained by choosing a treatment and a threshold value for the correlation coefficient values, i.e., edges with insignificant weights are pruned.
First, when selecting a representative threshold value for each risk group, social and political concerns must be acknowledged and considered.
Therefore, the threshold value for each image is half of the maximum value of the correlation function.
Indeed, the Expert Committee raised concerns about how to identify and manage higher risk individuals, as there is yet no accepted HbA1c threshold value for initiating preventive strategies.
This would guarantee higher values of Se_verification and would provide the opportunity to increase the threshold values for the correlation coefficients which in turn would increase Sp_verification.
In appendices which relate to §13.3, we present derivations of analytic quantities related to the MH function (Appendix 13.6), as well as describe the simulations used to estimate the threshold correlation value for source detection in each pixel (Appendix 13.7).
For each dataset, if we observed correlation coefficients between HF records higher than a threshold value of 0.6 for more than 40 waveform pairs, we discarded the candidate.
