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The Weight Matrix corresponds to a vector space in which each document is represented by a vector and each dimension of the space is composed of a concept from a set of classifying terms.
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For simplicity, with all data sets, we chose the 20 most up- and 20 most down-regulated (enriched) pathways, whose union formed a set of 40 classifying pathways, representing approximately 20% of all pathways used.
Given a trained classifier, the training samples and a set of correctly classified sequences evaluating which positions influenced the prediction performance most is an important part of interpreting the model.
The wonderfully named security minister Admiral Lord West of Spithead as a naval captain on the staff under Mrs Thatcher's government managed to lose a set of highly classified documents about naval cuts for which he was court-martialled.
After classification we get a set of papers classified as relevant.
Moreover, it provides a set of samples classified as a pedestrian, but there are true and false detections.
For the evaluation landscape, a statistically significant difference between classifications produced by the decision tree approach and a set of randomly classified stand edges was obtained just for four of the decision trees.
The aim is to observe if allowing more false positive errors (and hence collecting more marks in a real world scenario) would lead to a set of marks classified as having EV according to EVA which is a superset of the experts' EV set.
For simplicity, a set of probes classified as "species-specific" in the 2nd criteria that passed the threshold x are hereafter named " SSP x ".
In colorectal cancer, for example, co-ordinate methylation of a set of genes classifies cancers as CpG Island Methylator Phenotype (CIMP) and this classification is associated with mutations in the BRAF gene [ 9, 10].
Again, the method does not make use of the structure of the network, nor does it provide a systemic account for the combined knowledge of pathways to reduce to an optimal set of classifying processes.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com