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In our case a true posterior probability is difficult to estimate, since the underlying class distributions are unknown, and Platt's estimate will be used simply to rank predicted targets so that only the best predictions are selected.
While specific semi-supervised approaches may vary, self-training methods are common and can be described as a process in which an initial DNN is trained on some labeled data and used to classify unlabeled data, out of which the examples resulting in the most confident predictions are selected and added to the pool of supervised training data.
The top 250 predictions are selected for SVM and ANN in the same fashion as described in [ 28] and [ 19].
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Similarly, all of the DR binding predictions were selected as supertypes on the basis of predicted binding to multiple DR-alleles (individual predictions not shown).
(3) Subsquently, corresponding RNA-seq-supported C. atys NCBI protein predictions were selected.
One of the hits (AW01208), with good predictions was selected for synthesis and biological screening.
Parameters used to generate predictions were selected via a four-step procedure.
From the 14 predictions of Type III, a path of predictions was selected for experimental validation of the approach.
Applying combined filters to our predictions dataset, only about 0.74% of the original FindMiRNA predictions was selected.
Applying these cutoffs to FindMiRNA exon predictions, 5,778 predictions were selected (less than 13% of the total exon predictions) and included in the 'selected predictions' dataset.
Fully sequenced Wolbachia genomes were used as input and site matches within −450 base pairs of the start of translation, defined by annotated ORF predictions, were selected as hits.
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