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It can be 'optimized' in a supervised manner by utilizing a training set where we have labeled samples.
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We also compared results utilizing a training subset of only the post-menopausal subjects (N=14) and utilizing an expanded training set with a few more additional diagnoses (N=35).
Same design was also utilized to obtain a training set for ANN.
We utilize ART1 to filter a training set, which works with a binary input.
Increasing the dimensionality of the features can also aid a training set by utilizing other properties of a trace, e.g., using power measurements along with frequency measurements.
The standard strategy for evaluating the accuracy of classification methods is application of a training-validation approach, in which a training set is utilized to identify the molecular signature and a validation set is used to estimate the degree of reliability.
A real-life transmission system will therefore utilize a model calculated offline based on a training set of images, which we address as the source-independent model.
Machine learning techniques utilize the manually annotated chemical terms in a training set of documents to automatically learn and define patterns to extract terms from text [3].
Gene models in the assembled genomes and plasmid scaffolds were predicted with FgenesB (http://www.softberry.com, utilizing the annotated genome of Buchnera aphidicola Bp (NC_004545) as a training set), GeneMark [ 62], and GLIMMER [ 63].
CV utilizes resampling without replacement of the entire data set to repeatedly develop classifiers on a training set and to evaluate these classifiers on a separate test set and then averages the results over the resamples.
ApicoAP Pipeline utilizes the ApicoAP model [ 6] which provides a training procedure in which a species-specific classifier is generated using a training set that contains labeled proteins of the apicomplexan species of interest.
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