Sentence examples for more stable classifier from inspiring English sources
Together, bagging and variable subsampling reduce overfitting and make RF a more stable classifier than a single decision tree [21], [22].
This proves that SVM is a better and more stable classifier than NNA for AMPs prediction.
We hypothesize that the conversion of gene expression data to module activity functions as a regularization step, where the extent of the regularization is controlled by the specificity of the modules, resulting in more stable classifiers.
This result shows that pathway-level analysis of microarrays is able to provide a functionally coherent and highly efficient prognosis classifier, which will most probably be more stable than the classifiers from which it originates.
Only in the case of high level concept drift, we can see that more base classifiers more stable.Figure 9 shows the algorithm variance on different size of data chunk.
The combination of several measurements for the final classifier is more stable to noise and produces better results.
Extracting gene sets rather than selecting single genes can provide more stable signatures, thus can construct classifiers with higher performances [ 18].
The presented method makes it possible to obtain more stable gene selection lists and a more reliable classifier with less classifier error.
Comparing the quantile features to the mean features, the performance of the quantile features is better and more stable than that of the mean features no matter which classifier is used.
