Sentence examples for are applied for supervised from inspiring English sources

They are applied for supervised pattern recognition in data sets: typically they are used to train a classification model that allows separating samples of different classes (e.g. healthy or ill) based on variables (e.g. SNPs in a Genome-Wide Association Study or GWAS), and to estimate which variables were important for this task (see below).

GALGO, an R package based on genetic algorithm search procedure was applied for supervised multivariate variable selection [ 25].

Then, we show that this approach can either be applied for gray-levels or multicomponents images in a supervised context or in an unsupervised one.

In this study, the supervised Maximum Likelihood classification was applied for mapping land use and land cover (LU/LC) of the study area.

A non-supervised 2D-cluster analysis was applied for all tumours and the 65 significantly dysregulated miRNAs.

Here, we employ classifiers that are based on supervised machine leaning, where a training set is applied for each classifier.

The supervised No. 1 pill of traditional Chinese medicine was applied for the control group.

Second, pattern element identification is modelled as a supervised classification problem and the deep neural network technique is applied for the accurate classification of pattern elements.

Since traditional supervised classifiers cannot scale large datasets, the supervised classification for the POD problem should be addressed as a big data classification problem according to [ 31– 33] and big data solutions should be applied for binary classification in imbalanced data such as the ones presented in [ 34] based on MapReduce [ 35].

However, as a supervised approach, accurate classification requires the availability of reliable annotated training data for the gene of interest, and cannot be applied for annotating any random sequence extracted from the environment.

Together with the geometric features, they are applied to a supervised learning procedure for vehicle or non-vehicle recognition.