The PPV of this 13-gene signature was found to greatly outperform both the p53 mutation feature alone and the 215 significant feature-set (76% vs 56% and 59%, respectively).
At present, in order to generate a significant ECG feature set, non-fiducial methodologies based on an autocorrelation (AC) in conjunction with linear dimension reduction methods are used.
Based on affinity propagation (AP) clustering, RReliefF, and sequential forward search, the ARSFS is proposed to select the significant subset of original feature set and to reduce the dimension and multiple correlations of the feature space.
Using a univariate logistic regression model with the most significant feature, trained in the calibration set and evaluated in the test set, an accuracy of 0.800 and an AUC of 0.857 were achieved, in comparison with the 0.854 and 0.922 values obtained using the proposed model.
It's also aiming to help content owners appify the way that users discover content, according to the WSJ report: "Another significant feature of the Apple set-top device is likely to be its user interface, which could resemble the navigation icons on Apple's iPad".
This is a beautiful, best-in-class product, but our belief is that power consumption and form factor played a significant role in determining the feature set.
The inclusion of lemma by BioLemmatizer as a feature (baseline feature setup) in addition to BANNER feature set yielded a significant improvement on the development set.
Indeed, virtually every iPhone application category shows significant signs of breaking out with the combined feature set.
* significant difference to base line (p <0.05), ' significant difference to predecessor (p <0.05) Top 10 feature rankings per feature set (1 Language features; 2 Rule-based features; 3 Text format features).
* significant difference to base line (BL) (p <0.05), ' significant difference to predecessor (p <0.05) Top 10 feature rankings per feature set (1 Language features; 2 Rule-based features; 3 Text format features).
* significant difference to base line (BL) (p <0.05), ' significant difference to predecessor (p <0.05) Top 10 feature rankings per feature set (1 Rule-based features; 2 Statistical features; 3 Scaling features; 4 Language-dependent features; 5 Length features; 6 Word type features).
