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Once again, the potential success of D-MIAT may see counterintuitive as it generates features in addition to the original dataset, something often believed to reduce performance [16].
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With radius and distance, the kernel generates features spanning the whole sequence.
The other advantage is that a predictor generates feature elements that are often smaller in magnitude than the feature elements generated by a difference operator.
The analysis of image or video generates feature representations that will be referred to as low-level descriptors.
CSM generates feature vectors that represent distance patterns between protein residues.
In a first step, a early visual processing stage generates feature maps of vertical, horizontal and diagonal orientations.
Finally, in some cases (e.g., in [20] or in [24] with most of the cases), it was demonstrated that the generated features cannot always improve the final classification results, which is an issue worth taking into a deeper discussion in order to discover valid reasoning for such synthesis behavior.
Feature generation : after image pre-processing, we generate features that represent different gene expression patterns in images.
Despite these favorable results, a careful examination of the generated features in relation to the corresponding grammars reveals that it is relatively easy to generate the "right features" (as known by the researchers) from the grammars.
The process of generating features from raw data is known as feature engineering and it can take significant manual effort.
Dictionaries are used to generate features corresponding to the existence of a given term, or part of it, in the dictionary.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com