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The results indicate that relatively simple features increase original model creation time, but increase feature reuse during alteration.
Using an appropriate set of features for building predictive models proves important to not only model creation time, but performance as well.
Therefore, in this study, a semi-automated 4D/5D BIM model creation approach was proposed to reduce the model creation time.
With the created 4D/5D BIM models, Rig-to-Reef and Removal-to-Shore options and their methods can be clearly visualized, and the model creation time was reduced.
A similar plot for the solubility dataset where the prediction was made using ChemAxon's solubility predictor [33] is included as Additional file 1. Fig. 4 Learning curves and model creation time for the solubility dataset.
LIBLINEAR was much faster but even though the two black curves seem to converge there is a difference between them that in many cases probably is relevant, especially so at these small dataset sizes Fig. 5 Learning curves and model creation time for the logD dataset.
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The plot shows learning curves (in black) overlaid with curves for model creation times (in red) for varying dataset sizes and the two SVM implementations.
In their model, certificate creation time slightly rose as the number of bits increased.
The model was used to predict baseflow to an extension stream that was designed to branch off from upper Marx Creek, and had not yet been constructed at the time of model creation.
MIRIAM compliance requires a model to have (1) a unique meaningful name, (2) a reference citation linking the model to a unique publication, (3) the name and contact information of the model author(s), (4) the date and time of model creation and last modification, and (5) a precise statement about the terms of distribution.
20 In addition to the requirements listed in "curation phase," the MIRIAM guidelines 14 also require that a model is provided with the contact information of the author(s), the date and time of model creation and last modification, a precise statement about model terms of distribution, as well as cross-referencing model components to external resources (reference databases and ontological records).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com