Once the optimum architecture is selected, the model is re-estimated with early stopping and weight decay k times.
Once the MINLP is updated with these correction factors, the model is re-run, with new correction factors obtained.
As a second check, our model is re-estimated enforcing a common support, in personal and job characteristics, between immigrants and natives.
Even where the model is re-estimated using a sample of women below 34 years of age, the results generally remain the same.
The question answering system is designed so that an initial set of answers, which is obtained by a TF*IDF or other keyword search model, is re-ranked.
With the help of simultaneous wind measurements achieved by SeaWinds, the Cox and Munk model is re-evaluated using GLI measurements to obtain a new relationship between the surface mean square slope and wind.
Although the proposed approach is investigated by these two types of reservoir models in this article, it is not exclusive to any specific model and could be applied to any system with any types of fluid, well geometry and reservoir structure, provided that the proposed model is re-trained using the proper examples generated for the set of those models.
The flow of events in the given model is re-constructed based on information available from the current study (text within black boxes) and earlier studies on other insect-plant interactions for which appropriate references have been cited in Additional file 11 : References S1.
If the conformer sampling with RMSD thresh, which is the RMSD pred value rounded to the nearest 0.2 increment [Equation (1)], results in more than 500 conformers for a molecule, the RMSD thresh value is incremented by a further 0.2 and the conformer model is re-clustered.
Finally, the model is re-estimated on the complete dataset using the identified optimal penalty.
Finally, the full ARFIMA p, d, q) model is re-estimated using the fracdiff function.
