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In addition, it has been shown that many molecular properties or attributes are often best characterized by a combination of descriptors with varying dimensionality.
A large number of correlation equations consisting different combination of descriptors (as inputs to the model) were tested and the best correlation for viscosity and melting point were identified.
The combination of descriptors did not improve the external set performance in this case.
For each combination of descriptors, 10-fold cross-validation was carried out for the model.
In a next step, these subsets should be systematically compared to find the best combination of descriptors.
c Combination of Descriptors 1, 2, 4, 6, 8. Another important factor regarding the size of the descriptor set is the number of spheres used.
Similar(36)
This experiment aimed to demonstrate that the combination of descriptor and similarity measure proposed has a better performance under conditions of low density and overlap than the others.
If the underlying link between descriptor values and the melting point cannot be adequately described by a linear combination of descriptor values, then the performance of the PLS method is likely to suffer.
Based on this combination of descriptor and similarity measure we have designed a coarse alignment algorithm that eliminates the need to find a group of valid correspondences (which is necessary in most algorithms, including spin images [8]).
Spatial proximity and similarity approaches with several combinations of descriptors are tested.
48 QSAR models were compared by following the same procedure with different combinations of descriptors and machine learning methods.
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Justyna Jupowicz-Kozak
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