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When used for predicting currency crises for 16 countries, this new EWS turns out to exhibit significantly better predictive abilities than the existing static one, both in- and out-of-sample, thus supporting the use of dynamic specifications for EWSs for financial crises.
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Breeding values predicted from marker data had a better predictive ability than estimates of aPA from pedigree-based relationships.
Linear regression showed better predictive ability than Random Forest, although this may be due to our relatively small dataset (approx. 150 cases).
From the cross-validated results, it can be seen that the CoMSIA model has a better predictive ability than CoMFA model.
Accordingly, the prediction results of the viscosity for 13 ternary mixtures containing IL with 813 data points indicate that the Eyring-Wilson equation has much better predictive ability than that of the Eyring-UNIQUAC and Eyring-NRTL equations.
From the cross-validated results, it can be seen that the CoMSIA model has a better predictive ability than CoMFA model due to the importance of the hydrogen bonds for the activity of these inhibitors.
Meanwhile, the CoMSIA model has better predictive ability than CoMFA and topomerCoMFA models observed from the Table 2 and the Fig. 3.
However, as the DES model is capable to simulate a higher number of clinical parameters for HIV patients it seems to have a slightly better predictive ability than the Markov model, when the findings are compared to real life data.
In the case of the dengue virus dataset, GP models show better predictive ability than those reported by Prusis et al., [41] as Q ext 2 value of 0.92 is obtained here (Additional file 1: Table S3) for the best GP model based on the Bessel kernel.
AUC values can vary from 0.5, no better predictive ability than "random," to 1.0, "perfect discrimination" [78].
It can also be seen that the clinical model has better predictive ability than the null model (black line).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com