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It should be noted that the top ranked features are not necessarily the ones that are individually most relevant to the classification performance since the relevance of features are evaluated in the context of other features, i.e., mutual information among features in terms of their collective discerning power are considered.
Kohavi proposed the relevance of features instead of maximizing accuracy of an algorithm.
Discussions about relevance of features are popular in various types of algorithm [19].
Kohavia proposed the relevance of features instead of maximizing accuracy of an algorithm [18].
This supports that combining supervised information with data structures to evaluate the relevance of features is useful in feature selection.
Furthermore, it can be employed to assess the relevance of features, effectively acting as a feature selection algorithm [61, 62].
Similar(42)
The worrying thought is that they might not be that in being driven by principle, our principled person will distort the relevance of relevant features by insisting on filtering them through principles, in a way that is at odds with the falsehood of generalism.
Our cases probably represent a subpopulation among FM patients, reporting headache as the most relevant problem, though in our opinion the relevance of headache features deserves much attention in FM series, for the large frequency of this symptom [35].
Beyond this, we have only a partial catalogue of uDBP recognition sites, and although we now have foundational in vitro chromatin feature data for key cell types, the in vivo relevance of these features and their consistency across genetic backgrounds is not fully established [103].
Despite the lesser relevance of neglected features, they could, however, exhibit a strong discrimination when combined with other features and might reveal interactions within a set of candidate genes.
The number of mentions of each feature is used as a quantitative parameter for measuring the relevance of the features discovered in the literatures.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com