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An additional positive effect is that on the respective applicability level, a large proportion of the ligands are usually retained in the domain and the screening reliability is improved.
Two of the three AD formulations (Kernel Density Estimation and weighted KDE) can be applied without imposing any computing time overhead because the respective applicability scores can be calculated simultaneously with the prediction using the same iteration.
All algorithms are thoroughly evaluated by discussing possible compression impact, by estimating the provided security level (e.g. available key space, eventual security breaches), and by assessing their respective applicability in real-world scenarios.
For each score threshold, the screening data set is divided into a set of molecules that possess an AD score lower than the threshold and thus are considered as outliers, and a set of molecules for which the prediction is regarded as reliable at the respective applicability level.
We based the classification kNN QSAR method in this study on an ensemble of models that uses a consensus scoring scheme whereby an average value of the binary classifications from all individual models (0 = "nontoxic," 1 = "toxic"), for which a chemical was found within the respective applicability domains, is recorded.
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These methods work well in their respective domains of applicability, and for certain diseases, but they fail when both seasonality and high infectivity are combined.
The applicability and respective value-added of each method in addressing various archetypal measures are presented.
We built several alternative Random Forest models with different sets of variables and tested the applicability of respective data sources for change detection purposes, aiming at distinguishing unchanged grassland and woodland areas from overgrown grasslands.
In particular, their design, the tests done on the respective prototypes and the applicability of the developed arrangement to beam-based alignment are addressed.
Articles are written by international specialists in their respective fields, and their applicability is not limited to daily practice in Ireland.
Further experimental data will be needed to determine their respective functions and their applicability to industrial processes.> -wrap-foot> Location refers to the chromosome location on the genome of each respective strain.
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