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The functional data contain high dimensionality, high feature correlation, non-stationality, and large amount of noise.
( 1) Feature Correlation Measure (FCM).
The feature correlation measure (FCM) of an iris image is then calculated by (2).
Du et al.[67] present a feature correlation approach to assess the quality of an iris template.
The selection procedure based on application of Fisher discrimination measure, feature correlation, and fast correlation-based filter is used to choose the features, which is able to recognize melanoma with the best accuracy.
In the figure, we display a comparison between the highest individual phone correlation and the composite length feature correlation values taken from Table 3. Significant correlations with global speaking rate (from Table 1) are included for comparison.
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Feature correlations with human proficiency scores show that POS features and phrase features exhibit the highest correlations with human scores.
In addition, MLLT finds a linear transformation of features to reduce state-conditional feature correlations.
Due to feature correlations among features, the m best separated features are not the best combined m features.
It is well known that feature correlations will introduce complication in supervised learning, and possibly deteriorate the learning results.
To fully utilize potential region feature correlations and improve the classification accuracy, this algorithm also introduces the feature combination method into road detection.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com