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Some examples are the use of recurrent neural networks [26] or clustering [27] to automatically estimate the most suitable and robust OSF for a set of data, or even the use of end-to-end systems based on convolutional neural networks (CNNs) [28] for directly integrating both stages into a single classification scheme.
The two subsets of transcription factors were merged into a modified single classification scheme by taking the union inside each transcription factor family.
However, to date, there is no single classification scheme that adequately and unambiguously subcategorizes the various afferent nerve subtypes that have been described in the airways.
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By considering the network of the physical interactions between proteins of the yeast together with a manual and single functional classification scheme, we introduce a method able to reveal important information on protein function, at both micro- and macro-scale.
Without assessing the relative precision, or ability of an a priori scheme to accurately predict ecosystem functioning relative to its many alternatives, the validity and utility of analyses based on a single a priori classification scheme remains unclear.
(a) Single-label binary classification scheme.
31 32 33 For brevity (to maximise completion rates) and to enable direct comparison with UK population data, the GPAQ uses a single six category self classification scheme for measuring ethnicity (table 2).
(b) Single-label multi-class classification scheme.
Irrespective of the details of the decision-making process through which authors assign multiple categories, this multiplicity reflects the author's decision that the scope of the article can not be properly covered by a single category of a given classification scheme.
Whereas the atomic wildcard is a placeholder for atomic symbols, the symbol for an unspecified bond has not primarily the role of a bond placeholder; rather, it indicates bond-type ambiguity with respect to the limited classification scheme of single, double, triple, quadruple and aromatic bonds.
Eventually, a multi-type classification scheme combines all four individual single-classifier decisions, in order to yield an overall outcome.
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CEO of Professional Science Editing for Scientists @ prosciediting.com