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Application of the model allows for coefficients to be set to zero when the corresponding constituent effects are not statistically apparent.
It might also be beneficial to split the data acquired in subsequent studies into separate test and validation subsets, thus allowing optimal model coefficients to be set with the former subset and their true prognostic accuracy determined through application of the model to the completely independent data in the latter.
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Consequently, the coefficient has to be set in the center of the corresponding quantization.
These techniques also commonly depend on regularization coefficients which are to be set "prudently" by the user or through separate processes.
In a typical model, many compartment transmissibility coefficients can be set to zero based on understanding of geology. .
At the start of the inversion process, selected coefficients can be set to a-priori values, and excluded from m.
The effect of the L1-norm constraint is that many of the coefficients will be set to exactly zero, thus resulting in feature selection; we describe this technique in more detail in the Methods section.
In real cases, considering the error in identifying the resonant frequency, the damping coefficient should be set to a larger value to improve the robustness of the controller.
The DC coefficient can be set to a fixed value while still having a comprehensible result, and then a chosen or known-plaintext attack can be conducted to reconstruct the AC coefficients and get a semantically good reconstruction [11].
The general mathematical form can be described mathematically as (1) where a0, a1, a2, a3 are sets of coefficients to be determined (Li et al., 2005).
Employing the DFT and explicitly embedding the information in the magnitude of DFT coefficients limit the set of coefficients to be watermarked, since the watermarked DFT coefficients are required to be positive.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com