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In each trial, the electronics reviews are randomly partitioned into 500 training and 500 test documents, and a randomly selected subset of reviews of size nT is extracted from the 500 labeled training instances and made available to the learning algorithms.

In some cases we are using samples extracted from the whole dataset with fewer instances than those available.

In this instance, RNA extracted from the material of interest is reverse transcribed to complementary DNA and incubated with a mixture of fluorescently labeled markers at set conditions on a microarray chip containing a predetermined set of genes.

The structural domain instances are extracted from the 3did database [ 7].

Moreover, the class probability for each individual instance can also be extracted from the positive bags to identify possible binding site(s) for each probe sequence.

Consider instances (16) and (17) extracted from the pilot study.

The tissue-specific gene expression data were extracted from the integrated single dataset and labelled as positive training instances.

All annotations have been extracted from the articles that report the experimental studies on the LM instance.

For instance, effecter, ' andP', and effect, ' antiviral', are able to be extracted from the sentence, ' APBP was shown to have potent antiviral activity'.

The data on structural domain instances, including the interacting domain pair, the structural and sequence details of interacting domain instances, the interacting residues in the interaction interfaces are extracted from the 3did database [ 7].

For instance, glycolysis related pathways are only picked up in the signature extracted from the Pawitan et al. [ 23] dataset.

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