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These modelling methodologies thus complement the process knowledge included in white-box models with predictions based on data in areas where the white-box model assumptions are not valid or where white-box models do not provide accurate predictions.
We explored ensemble learning by averaging predictions from either EJF, ESF, or EJF + ESF QTL models with predictions from SGBLUP or JGBLUP models to test the hypothesis that mixture of models with contrasting genetic assumptions can improve genetic prediction by better mimicking genetic architectures (File S13).
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Models with prediction errors of 1.3, 1.4 and 1.9% w/w were obtained for samples measured through three distinct blister packages.
"When we compared our model with predictions made using expensive field-collected data, we found the performance levels were very close," Ermon said.
For this purpose a semi-empirical model is developed, which combines an established single particle scattering model with predictions of wave interference for defined microstructure of the dispersion.
The latest traffic predictions by CISCO support the aggressive traffic model, with predictions foreseeing a growth by a factor of 26 between 2010 and 2015 [16].
We also compared the body composition simulated in the new model with predictions from the old model for the same feeding scenario.
The accuracy of IWAF system predictions of TEC, foF2 and hmF2 maps is superior to the standard persistence model with prediction equal to the most recent 'true' map.
Moreover, the deviation of an arbitrary point on machining feature can be also evaluated based on a point deviation model with prediction dimension deviation from the transmission model.
For the case of inflation, we find three classes of scale-free models with distinct predictions.
This offers us new insights into problems, and the results can help us design models with better predictions" he says.
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