Typically, in order to achieve efficiency in the search, the neighborhood structures need to be tailored not only to the specific problem but also to the peculiar distribution of the instances to be solved (reference instance population).
An incremental clustering algorithm refers to an abstraction of the distribution of the data instances generated by the previous run of the algorithm and therefore is able to cope well with the ever-growing contemporary databases.
Graphically, the 'net power' is the area of the distribution of positive instances or the alternative hypothesis, minus the area of the distribution of negative instances or the null hypothesis (Fig. 2).
A difference may exist in the subcellular distribution of the proteins, for instance, RBP is associated with the Golgi complex and secretory vesicles (Suhara et al., 1990), whereas CRABPI is present in a perinuclear location (Levadoux-Martin et al., 2006) and is also transported into the nucleus (Gaub et al., 1998); their cellular localization will influence the fraction of RA bound by both.
Then, the distribution of, for instance, MA scores for the nsSNVs that occur in the genes of each GOMF group may be represented as a candlestick centered at the mean of the distribution, and whose whiskers extend outward in proportion to the standard error of the mean of the distribution.
Uncovered test instances are assigned the default class value (or distribution) of the uncovered training instances.
One important observation that can be made based on our results is that the distribution of the newly labeled instances among subclassifiers in order to ensure subclassifier diversity is a useful approach for semi-supervised ensembles.
However, the statistical power alone does not include information about the distribution of negative instances or the size effect.
If it is a category, such as red or blue, then a query instance will be assigned to a category according to the distribution of training instances at the relevant leaf.
