In order to evaluate the self-taught learning algorithm itself, we obtained genre classification accuracy using the initial set of 1780 dimensional feature vectors, i.e., without any matrix decomposition and transformation, and a SVM classifier.
As shown in Supplementary Figure S1, using the initial set of 254 samples, expression levels of 99 genes were evaluated.
Thus, we used the initial set-up for the entire session".
Using the initial sample sets and the criteria of ≥1.5-fold of change, integrin β1 yielded consistent results by the two technologies.
It can be seen that our model using the initial contour set in the automatic manner converges rapidly and smoothly.
Because of heavy twinning (45%) (phenix.xtriage), it was impossible to determine the structure using the initial SeMet data sets.
At ISMER, for each strain, 230 fish per family were reared in ten 0.5-m indoor tanks, with six to eight families per tank using the initial pool conditions set up at LARSA.
Using the initial addition of seven sets of three wells, the ambient ascorbate oxidation rate constant was 37.4 minutes, with a correlation coefficient of 0.96 (Figure 11).
Using the initial EM generated data set, the first two stages of the model development process are completed - selection of main effects and identification of interactions.
Also, while a genome-wide PWM-based search is unlikely to result in positional correlations within predicted sites, such correlations are arguably more likely when only predictions in ChIP-validated regions are considered; and the "bootstrapping" procedure of using the initial DWMs to predict a new set of sites should result in further refinement.
