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The empirical results show that the proposed model achieves the improved forecasting accuracy.
The results show that the DNN model achieves the best balanced precision and recall.
The same feature set is also feasible for the regression problem, and the linear regression model achieves the best performance on median absolute error of 0.3 rating points.
Experimental results show that our model achieves the state-of-the-art 3D object recognition performance among shallow volumetric CNNs with the smallest number of training parameters.
This model achieves the order of magnitude of the experimental solubility and can predict in which solvents the drug will be very soluble, soluble or not soluble.
The fraction of times each model achieves the best performance for a dataset is plotted on the vertical axis, excluding datasets containing a number of molecules smaller than a specified size.
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Thus, the developed consensus model achieved the experimental accuracy of the MP data (Fig. 6).
316 (2004) 1050 1058) our RFR model achieved the best performance of all.
Of the three regression models, the spatial error model achieved the best fit (R2 = 0.28).
The COX model achieved the strongest hazards ratios for the moderate and high mortality groups.
Moreover, the combined TF + Motif model achieved the highest predictive accuracy (AUC = 0.818).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com