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Flavor, package size, and package type are less important features.
Features are grouped into the two groups, most important (({mathcal {F}}^*_1)) and less important features ((overline{{mathcal {F}}^*_1})), according to (chi ^2).
The gradually feature removal (GFR) method [71] decides the importance of the 41 features of the KDD Cup dataset and gradually removes the less important features.
Particularly, because the SVM and RF methods can be time-consuming, we have considered their implementation with random feature elimination (RFE), a feature selection method also introduced in caret where less important features are sequentially removed from the model until optimal performance is reached [32].
Firstly, the discrimination power of each variable was evaluated individually to eliminate less important features once and for all.
The knowledge-based stratification of findings and the elimination of less important features allowed many participants to deliver more relevant interpretation.
Similar(52)
Yet the stress on Mr McCain's compelling biography obscures a no less important feature of his candidacy.
The less important feature competitions -- one narrative, one documentary -- are devoted to the promotion of local films and filmmakers dealing with New York subjects; there is plenty of raw talent to be evaluated.
Parcel and rail, for example, have a relatively small number of big carriers; this makes price discovery, a core advantage of marketplaces for buyers, a much less important feature.
No less important, it features unique metadata derived from techniques like topic modeling and named-entity recognition.
As specified in ISO 25178-2, two prerequisites are indispensable for the determination of the feature parameters, viz., an adequate data structure for surface characterisation and a suitable formal method for surface generalisation, i.e. for the successive elimination of the less important surface features.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com