The analyses, both theoretical and experimental, are aimed at defining the operational limits and optimal measurement and test conditions in relation to the measurement uncertainty that is considered tolerable in the specific application.
In the specific application to supervised learning for convnets, a simple scale-invariant classification stage is more robust than multinomial logistic regression, appears to result in somewhat lower errors on several standard test sets, has similar computational costs, and features precise control over the actual rate of learning.
In the specific application to the TDS-1 the SH maximum degree was set to 20, this means no lithospheric field coefficients were determined and the reference lithospheric field model is the AUX-LIT field model (Olsen et al., 2013), used in DCO usually truncated to max SH degree 60.
The search space does not contain cyclic structures and non-linear relations are also not considered in the specific application presented here.
By having this scoring mechanism to adjust the balance between sensitivity and PPV, the proposed method can be adapted to work efficiently in different situations to fit the desired level of sensitivity and PPV in the specific application.
Additionally, in the specific application of plasma biomarker discovery, any loss in accuracy is not affected by this quantitative effect as the analysis of proteins germane to biomarker research remains well within the tolerance limits of quantitation.
In the specific application to SRSF1, we found that the prediction power is still comparable with MEME-based although, altheugh the AUC and maximum accuracy were both reduced when RNA secondary structure information was not incorporated.
Beyond the specific applications described in the Physcomitrella system, our set of expression vectors will provide a valuable resource for genetic engineering of lower and of higher plants.
Various fibers are first studied, in order to choose the most suitable type in accordance with the specific application.
