Sentence examples for best predictive performance is from inspiring English sources
Our results show that the best predictive performance is attained using a combination of the original dataset with added features from a "standard" supervised discretization algorithm and D-MIAT.
The best predictive performance is achieved when sampling weights were obtained from knockout data alone.
We see from columns 1 5 of Table 1 that the best predictive performance is obtained when somewhat fewer than the maximum number of PCs is used to compute.
Further inputs are then added in stepwise fashion (generating three-input models, four-input models, and so on) until no further improvement is obtained and an optimal model with the best predictive performance is generated.
The best predictive performance was achieved by SPA-LS-SVM (Raw) model using 22 EWs, and the prediction results were Rp = 0.9962 and RMSEP = 0.0339 for the prediction set.
As one can see in Figure 2, for three out of four considered datasets, the best predictive performance was demonstrated by the Support Vector Machine approach (carcinogenicity – 68%, mutagenicity – 83%, phospholipidosis – 82%).
Molecular fingerprints here showed nearly the worst results among all the types of descriptors in this study (63% for SVM and 71% for GTM), while the best predictive performance was achieved using descriptors of the MOE and Dragon packages.
This variation produced a wide range of σ ^ K 2 / (σ ^ K 2 + σ ^ e 2 ) ratios, making it difficult to assess phenotypic variance explained by epigenetic polymorphisms, but the best predictive performance was obtained when a Gaussian kernel was used.
Cross-validation is based on the idea that the best way to assess predictive performance is to predict.
The first section of "Model selection criterion AIC and predictive performance" is best deleted and the second section slightly rewritten.
