The influence produced by over-scaled training set and oversized eigenvector dimension: On the one hand, it can be known from the VCA method that the over-scaled training set, i.e., too many training examples, will result in too many vanishing component polynomials, too many monomials contained in the vanishing component polynomial, and too high order of polynomials.
As shown in Fig. 2a, b for expression of hepatocytic markers Hep and GPC3, vast majority of HCC and H-ChC samples showed positivity with Hep or GPC3 (93.8% for HCC and 80% for H-ChC contained in the HCC component).
Physically, since the width of a window function determines the length of segments of a target, the longer the segment we divide a target into, the more physical composition of the target will be contained in the each component of the observation vector; meanwhile, the overlap across the windows determines the redundancy of the segments.
A common feature, however, is that the majority of the shape variation is contained in the asymmetric component.
The first one is the fraction of vertices contained in the giant component, represented by R GC.
14 eigen values represent the variance of the original data contained in the principal components.
PCA is useful to reduce the size and redundancy in the original data, since most of the information is contained in the first components, while the latter ones contain mainly noise.
Every edge e of T defines a split S = A|B, where A and B are two sets of taxa contained in the two components of T - e.
Finally, these previously described processes are contained in the Fine Feature Selection (FFS) component of our overall feature reduction/evaluation process, which consists of the following components: 1).
These data are contained in the medical provider component of the MEPS.
(ii) 3 genes are internally located, the three of them contained in the independent graph component of "unclassified" proteins (PVX_119620, PVX_092630 and PVX_123205).
