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From the point of view of the intrinsic information managed by the algorithms, the success of big data supervised classifiers managing imbalance over RSD and OMA may be explained by feature combinations calculated for the datasets together with the learning from curated classifications.
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However, these results might be explained by features of the educational systems of the countries of origin and destination, because the level of economic development and political stability will be related to some characteristics of educational systems.
This difference could be explained by features in the system's design that resulted in shorter times to enter clinical data and to easily process the advice provided.
Differences in association of the same SNP with different malignancies should be explained by features of specific pathogen-associated molecular pattern PRR interaction (probably certain characteristics of ligand binding), or, possibly, on peculiarities of damage-associated molecular pattern PRR interaction.
The lack of effect of GnRH agonist treatment on the growth of breast cell lines, and its limited effect on p-ERK1/2, may be explained by features of the growth-associated intracellular signaling apparatus within each breast cell line [ 31- 39].
The axis Cooperation is explained by features: source of Motivation and how cooperation is achieved (Achievement).
The axis Collective which is explained by features: Size or number of robots, Difference in physical and functional capabilities of robots, Processing Ability used to differentiate the computational model of robots, Reconfigurability meaning the rate at which the collective can spatially re-organize itself.
To find which of the features can have an independent effect on elongation rates, we examined how much of the correlation between each feature and the elongation rates could be explained by another feature.
This may be explained by the feature of the supramolecular structure, namely by a high density of packing of polymeric chains, realized through a level-by-level stacking of these chains.
Duplications in nutrient amino acid transporters may be explained by another feature of the aphid phloem sap diet.
Long-term priming, as reported here, would seem another one of such effects that cannot be explained by simple feature weighting, subject to swift passive decay (cf. Martini, 2010; Maljkovic and Nakayama, 2000).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com