A selection mechanism will then be used to select the prospective parents based on their fitness computed by evaluation function.
Similarly to [37], this is achieved by utilizing a probabilistic sampling technique, which selects points based on their likelihoods computed from a specific weight function.
Then, similarities between items based on their features were computed to make recommendations.
We filtered the network by deleting links based on their p-values (computed by GloSS) in descending order.
In order to evaluate the essentiality of proteins in PPI networks, they are ranked in the descending order based on their ranking scores computed by ION in Section 2,5 as well as eight other existing centrality methods (DC, BC, CC, SC, EC, IC, NC and PeC).
To examine that the degree to which our scores can predict the log-fold change of mRNAs in the miRNA over-expression arrays, for each score, we binned mRNAs into five bins based on their scores and computed the mean of mRNA log-fold changes in each bin.
Step 3. Ranking the modules based on their differential expressions We computed the differential expression levels of the identified multi-gene modules in the two pathological conditions of the dataset using the P-SAGE algorithm [ 21], which we previously developed.
Thus, subnetworks of different sizes were identified and connected in each of the stage-specific network and ranked based on their SubnetworkStrength which was computed as; (vi) SubnetworkStrength = ∑ i = 1 i = k NodeStrength + ∑ j = 1 j = k - 1 EdgeStrength Number of Genes.
The Hosmer-Lemeshow test (H) was used to assess the fit of the models, which divides subjects into deciles based on their predicted probabilities before computing Chi-square values from the observed and expected frequencies [ 17- 20].
The average duration of idle period ({overline {T}}_{idle}(i)) for each station i is computed based on their activation rate g u, and then ({overline {T}}_{text {idle}}(i)) is used to compute the first required quantity that is average duration of busy period ({overline {T}}_{b}(i)) sensed by each station i.
