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The presented work on the contrary draws specific attention to select most discriminating features from a single step process of discriminating subset selection.
Thus, we proposed to use a two-dimensional PCA to extract the most discriminating features.
An effective feature selection is performed through the AdaBoost machine learning algorithm to find the most discriminating features out of a large pool of color and texture features.
The company utilized a concept, which is referred to as FlexKey, where several enrollment samples are applied to select only the most discriminating features in order to extract longer keys.
In contrast, we find that mobility indicators such as radius of gyration and percent at home, are among the most discriminating features between males and females, especially in SA.
Using gene expression profiling of human gliomas, we have previously identified angiogenesis/response to hypoxia as one of the most discriminating features between malignancy grades of astrocytic glioma [6].
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We find the overall event rate is the most discriminating feature between the two scenarios followed by the event rate time structure.
However, it does not take into account the class label, thus the 'optimal' projection directions may not give the most discriminating feature.
Fundamental frequency is the most discriminating feature.
Another approach is to use the most discriminating feature (such as done by standard filter-based methods that rank features according to their individual predictive power).
Table 7 The most discriminating term features as weighted by the cross-validated logistic regression models Feature Weight Feature Weight nigeria 0.90 jihad 0.61 hamas 0.72 alandalus 0.61 foreign 0.67 milit (ant,ary,...) 0.60 somalia 0.66 american 0.60 may -0.65 allah -0.54.
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