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Random Forests (RF), one of the powerful machine learning methods, is regarded as a useful alternative to capture the complex interaction effects among the GWAS data, and potentially address the genetic heterogeneity underlying these complex traits using a computationally efficient framework.
Of the two approaches, the use of analytical methods is regarded as the more specialized and difficult to apply because it requires considerable knowledge and judgment in the subject to use a particular equation for describing a physical situation in a meaningful fashion.
Appropriate training about research methods and recruitment methods is regarded as the key to success by many.
The set of 242 known miRNA disease associations (see Methods) is regarded as the 'gold standard' data, and is used for evaluating the performance of our proposed methods in the cross-validation experiments as well as training data in the comprehensive prediction.
Similar(56)
At present, the two methods are regarded as niche pursuits – the latter for only the richest refugees, the former for people without children.
Empirical, numerical and analytical methods are regarded as different tools for design of tunnel.
Agile methods are regarded as being more suitable to deal with projects that present unclear and uncertain requirements, but they demand close collaboration between the customer and the development team (Beck and Andres 2004).
However, his views and methods were regarded as old-fashioned in the later stages of his career.
Trigger tool methods are regarded as the most efficient method [ 27].
The presence of clear definitions of exposure and diagnostic methods were regarded as an indication of higher quality.
All publications with adequate documentation of C. gattii by >1 valid laboratory methods were regarded as acceptable for inclusion.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com