Mutual Spearman correlation coefficients for methylation intensities at all CpGs except cg06644428 were 0.46 0.93; Spearman correlation coefficients between cg06644428 and other CpGs were 0.18 0.66 (see Supplemental Material, Table S2).
The mutual Pearson correlation coefficients were high and significant for all components of the hippocampal response (if the absolute value of one component grows there is a high probability that other components will also grow).
We carry out experiments on mRMR, MBF and FCBF filters with three different metrics (mutual information, correlation coefficient and diff-criterion) using three binary data sets and four widely used classifiers.
This set was further reduced to 294 properties by selecting a single (randomly selected) property from those subsets of properties that have mutual Pearson correlation coefficient of 0.9 or higher.
Within the work, we decipher the underlying design mechanisms of pairwise connectivity via dynamic threshold of linear/nonlinear relevance metrics, i.e. mutual information, correlation coefficient, and P-value; and determine regulatory orientations among genetic networks with signal processing metrics, i.e. phase shift and transfer gain.
Under such conditions, the QPGs will be ranked according to mutual information values, correlation coefficients, and P values.
The centroids for the mutual information and correlation coefficients for the totally available pairs are 0.7992 and 0.5203 respectively.
Convergent validity of the PRISM-RII was assessed by calculating mutual Pearson's correlation coefficients between SIS, IPM, PAID and WHO-5.
The details of the statistics for the gene pairs in the APGs group are given in the additional Figure 3-A in Additional file 4. For this case, the gain threshold is set at 0.3, see the additional Figure 3-A in Additional file 4. The centroids for the mutual information and correlation coefficients within total available pairs are 0.6193 and 0.6900 respectively.
After the mutual adjustments, the correlation coefficients changed little for maternal glucose tolerance (crude r = −0.31, partial r = −0.29, P < 0.001), but decreased substantially for prepregnancy adiposity (crude r = −0.21, partial r = −0.16, P = 0.01) and decreased for fetal adiposity (crude r = −0.21, partial r = −0.19, P = 0.003).
