Compounds were clustered according to their predicted targets, using predictions from an inhouse target prediction tool, such that compounds with a similar bioactivity profile, such as Artesunate and Artemether, cluster together.
Using predictions for large datasets (e.g. compound libraries) allows us to overcome the data limitation problem.
Using predictions from Inform, the United States Geological Survey estimates that in 2005 there were already more than half a billion old phones sitting in American drawers.
"Using predictions based on what real synaesthetes do, there seemed to be a tendency towards the trained synaesthetes starting to behave like synaesthetes – having a better memory for things involved in their synaesthesia; if confirmed, that would be a good sign," Jonas says.
Using predictions, the parameters are fuzzified and fuzzy rules have been formed to decide on the node status.
Estimates of MOE using predictions of ρg from Model 3 were relatively unbiased and precise (Figures 4c,h).
This is a significant source of uncertainty and should be considered when using predictions from models assuming homogeneous soil properties.
In this paper, the method is more fully tested using predictions of filtered mass fractions, temperatures, and reaction rates in an incompressible scalar mixing layer.
The next measurement point is selected by using predictions and prediction uncertainty of geometric deviations provided by non-parametric statistical models, known as kriging models.
Thus, in addition to using predictions of the primary target for in silico virtual screening, identifying secondary protein target interactions facilitates the prediction and interpretation of off-target effects [13].
A coarse-grid sensitivity test was first carried out, and the filtered model was testified using predictions from classical models and the experimental data.
