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Fig. 2 a Relationships among models and descriptors.
Fig. 5 a Membership relation between models and descriptors.
This information can be easily visualized by interacting with the bipartite graph of models and descriptors.
Additional information on the data set and performance of different models and descriptors used in the study.
The interplay of multiple services, running on remote sites, provide a flexible means for the integration of models and descriptors, developed by different organisations and running in different environments.
Some key insights that can be gained aided by the interactive visualizations are: redundant descriptors, descriptors that provide discriminative information, relevant descriptors by consensus among alternative models, and descriptors whose knowledge helps reduce the uncertainty about the value of the target property.
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However the specificities are much lower with a loss of 3-11% depending on model and descriptor choice.
The relationship between the efficiency of the GP models and catchment descriptors (CDs) was investigated.
In this experiment the texture features were used to first sample the models and their descriptors were used to improve the matching of congruent sets, as described in Section 2. These techniques were compared with the pure uniform sampling method, which worked well in G g ( S r = 1 0 0 % ), but failed completely in G h ( S r = 0 % ).
Open Notebook Science established a Community at the QsarDB repository [41], including a Collection of original models for predicting the Abraham model solvent coefficients and descriptors and the ONS Melting Point Model 010 [42].
Fivefold CV was used during model optimization and descriptor selection.
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models and narratives
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com