<p>The x-axis represents indexes for the 30 atom types shown in <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0037706#pone-0037706-t001" target="_blank">Table 1</a>. The y-axis shows averaged two-class prediction MCCs from the 5-fold cross validation of the ANN_BAGGING and SVM_BAGGING predictors trained and tested for each of the specific protein atom type with the S432 dataset. The prediction MCCs for the independent test with ANN_BAGGING on the S142 dataset are also shown for comparison.</p
Distributions of multi-class macro F1 score for prediction of growth conditions from mRNA or protein...
<p>PPH-1 – PolyPhen-1; PPH-2 – PolyPhen-2; PMD dataset – dataset from Protein Mutant Database; MMP –...
<p>The prediction accuracies are compared side-by-side for the unbound and bound proteins in S88 and...
<p>Panels (A) to (D) demonstrate four proteins with two-class prediction MCC of 0.650, 0.454, 0.262,...
<p>Panels A, B, and C show prediction results from the 10-fold cross validation on the S497 set with...
<p>The MCCs were calculated as the average value from the 5-fold cross validation with the ANN_BAGGI...
<p>The y-axis on the left-hand-side of the panel is associated with the histograms, showing the dist...
<div><p>The percentage <i>P<sub>i</sub></i> (shown in the y-axis of the panel) for the atom type <i>...
<p>(A) Atom-based prediction confidence level range (shown in the x-axis of the panel) is correlated...
<p>Each of the surface atoms <i>i</i> in the S142 dataset has a confidence level on the prediction o...
<p>Five-fold Cross validation was performed on the S432 dataset with ANN_BAGGING and SVM_BAGGING. In...
<p>The y-axis of matrix shows the atom type index (<i>i</i> = 30 protein atom types shown in <a href...
<p>(A) Proteins in S497 set were sorted according to the prediction MCC for each of the proteins. De...
<p>Prediction performance is categorized according to twenty amino acid types, three secondary struc...
<p>DS_Type1 and DS_Type2 are variants of S432 dataset. The former has all type 1 PPI sites (44% hydr...
Distributions of multi-class macro F1 score for prediction of growth conditions from mRNA or protein...
<p>PPH-1 – PolyPhen-1; PPH-2 – PolyPhen-2; PMD dataset – dataset from Protein Mutant Database; MMP –...
<p>The prediction accuracies are compared side-by-side for the unbound and bound proteins in S88 and...
<p>Panels (A) to (D) demonstrate four proteins with two-class prediction MCC of 0.650, 0.454, 0.262,...
<p>Panels A, B, and C show prediction results from the 10-fold cross validation on the S497 set with...
<p>The MCCs were calculated as the average value from the 5-fold cross validation with the ANN_BAGGI...
<p>The y-axis on the left-hand-side of the panel is associated with the histograms, showing the dist...
<div><p>The percentage <i>P<sub>i</sub></i> (shown in the y-axis of the panel) for the atom type <i>...
<p>(A) Atom-based prediction confidence level range (shown in the x-axis of the panel) is correlated...
<p>Each of the surface atoms <i>i</i> in the S142 dataset has a confidence level on the prediction o...
<p>Five-fold Cross validation was performed on the S432 dataset with ANN_BAGGING and SVM_BAGGING. In...
<p>The y-axis of matrix shows the atom type index (<i>i</i> = 30 protein atom types shown in <a href...
<p>(A) Proteins in S497 set were sorted according to the prediction MCC for each of the proteins. De...
<p>Prediction performance is categorized according to twenty amino acid types, three secondary struc...
<p>DS_Type1 and DS_Type2 are variants of S432 dataset. The former has all type 1 PPI sites (44% hydr...
Distributions of multi-class macro F1 score for prediction of growth conditions from mRNA or protein...
<p>PPH-1 – PolyPhen-1; PPH-2 – PolyPhen-2; PMD dataset – dataset from Protein Mutant Database; MMP –...
<p>The prediction accuracies are compared side-by-side for the unbound and bound proteins in S88 and...