The reason is that if λ is set to be too small, useful information may be also removed besides noise.
Despite the proposed 'gene set' seems to be useful in malignancy diagnosis, its usefulness should be validated with higher number of samples.
A level set method turns out to be useful: It is well known that equidistant curves may be seen as level sets of a function ϕ for which ∥ ∇ ϕ ∥ − 1 (7).
For a measure or set of measures to be useful for programmatic decision making, the results should be easy to interpret, as precise as possible, and representative of the populations under study.
Such a mass transfer limit is shown to be useful for setting a target for mass transfer enhancement in practical applications.
It depends on a feature set F of genes selected to be useful for discriminating the classes.
The machine learning techniques used here can be separated into three stages: algorithmic selection of a small set of voxels believed to be useful for classification; training of a classifier on a subset of the data; and finally testing of the classifier on an independent subset of the data.
While there are barriers to AMS activities in RACFs, activities that are tailored to the context and needs of an RACF setting have been shown to be useful and effective, highlighting the unique role of AMS in this setting.
It would appear that HIE usage, at least in the ED setting, is more likely to be useful for repeat patients.
