This is remarkable considering the fact that the measurements were obtained with completely different experimental methods and the comparison only involves normalization with respect to a maximum value, i.e., uses no freely adjustable parameters.
For the weighted SVM, each sample consists of a data vector x i, a label y i as in standard SVM; besides, a sample also contains a confidence value v i. Define the effective weighted functional margin of weighted sample (x i, y i, v i ) with respect to a hyperplane (w, b) and a margin normalization function f to be f(v i )y i (〈w ⋅ x i 〉 + b), where f is a monotonically decreasing function.
After normalization, these genes were classified with respect to a significant 2-fold expression difference, resulting in the identification of 203 up- and 79 down-regulated genes (Additional files 2 4).
On the other hand, the measurement of perceptual voice quality differences has been achieved by performing a kind of normalization or noise level estimation to quantify the difference with respect to a reference [24, 25].
Length normalization of the query is unnecessary because retrieval is being done with respect to a single fixed query.
To asses if the differences in performance between pose normalization applied in different feature spaces are statistically significant, we compute p e with respect to a lateral system in the lipreading experiment.
Normalization with respect to an input genomic control did not produce distinctively different EIN3 binding pattern profiles (data not shown).
The response time T0 of the simple transcription unit sTF is used as a normalization, since T ON (OFF )/ T0 is a measure of how much a circuit can alter the response time with respect to an unregulated gene.
Consequently, our method is invariant with respect to the normalization of the PSF.
Suppose that the prediction error is, on average, 0.2 over all datasets from the area of interest, but if full CV were performed with respect to quantile normalization it would equal 0.201.
