Next, for the second level of HCR, k regression (or estimation) models are trained based on their corresponding subsets for final prediction.
Inside each range for the corresponding subset of the training set (widehat{G}^{l}): (y_{i}in ({y-d^ y),y+d^(y)})), SVR is employed for regression analysis where the sensitivity of the loss function (varepsilon (y)) depends on the value of y and is also defined by the expert based on the specific features of the problem being solved.
Table 3 shows the subset of Table 1 proteins that appeared to have concentrations affected (P < 0.05) by one or both of E+P or E-alone in earlier proteomic discovery work [ 10], while Table 4 provides this information for the corresponding subset of Table 2. Five of the 6 proteins having a FDR < 0.05 for disease association are influenced by hormone therapy.
In contrast to orthodox Type II R-M system sites, Kr distribution for the joined subsets of the actual pairs of Types I, IIC/G, III practically does not differ from the distribution for the corresponding subset of the prokaryotic control dataset (Fig. 1b).
For this purpose, noisy includes the corresponding subset of routines from the NeighborNet [ 19] and the QNet [ 21] packages.
SK has no information pooling ability and fits a separate SK model for each subpopulation solely based on the corresponding subset of data.
For each motif we determined the fraction of abundant SAGE genes that are targeted by the corresponding subset of probes (FSAGE).
When only a subset of the taxa was used in the analyses, the corresponding subset of the topology was used.
However, the similarity between the R2 for the individual category models and the cumulative R2 for the corresponding subsets of variables in the final model suggests that the general pattern would remain no matter how the categories were ordered.
Besides, a different classifier is trained for each of them using the corresponding subsets of images in the database.
