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Note that semi-supervised learning reflects a perfectly realistic classification scenario; no assumptions about the unlabeled data are made.
Mastitis classification may be improved by going from a strict limit between states to a more flexible and realistic classification.
To overcome this limitation, we proposed that Hidden Naïve Bayes (HNB) should be used to construct the more realistic classification model from the set of NB filtered attributes.
Thus the classical classification based on growth rate range in the laboratory can be replaced by a more realistic classification based on ecological distribution.
As input dataset, the TREC Genomics 2005 corpus [ 13] was chosen due to the similarity between relevant and nonrelevant documents, offering more realistic classification scenarios.
Based on the biological facts that methylation pattern are similar between individuals in the same species (e.g., Figure 2E), the observed higher correlations implies more realistic classification of DNA methylation via Bis-Class.
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It is evident that a realistic weathering classification is necessary, mostly for establishing the geotechnical models in engineering geological studies.
This may be a result of more realistic exposure classification in the cohort-based analyses (Armstrong 1998; Sheppard et al. 2012).
Since CPY is not persistent in water or other environmental compartments, chronic toxicity values are not environmentally realistic or appropriate for classification of toxicity.
We used a compound-based external CV scheme (see "Materials and Methods") to obtain more realistic estimates for the classification performance and to select a model from which we can expect a good generalization power.
Thus, it offers a more realistic evaluation on the automatic classification algorithms.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com