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The advantage of using HYDE scoring is the heavy penalization of unmet interactions: A hydrogen bond taken out of the solvent - and not having an ideal partner in the protein; or the phenyl ring that is dehydrated and put into a hydrophilic active site region.
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Consequently, a term that appears in many contrasting corpora tends to suffer a great penalization.
The implemented functions impose a low penalization when the violation of the constraints is low and a heavy penalty when the violation is high.
We used L2 penalization (penalizing the squared norm of the parameter vector).
However, given a sufficiently large penalty parameter, the Lasso will also impose heavy shrinkage on large coefficients due to the absence of tails (constant rate of penalization), leading to biased coefficient estimates (see Fig. 2).
Conversely, it gives the same penalization to large sparse deviations as to smaller clustered deviations.
As such, a large agreement will entail a small penalization to D i.
All penalized regression methods require input of one or more values for the penalization parameter(s).
MR. FERRER -- This isn't a penalization of Wall Street.
Instead of seeking help, women are going underground for fear of penalization.
Heavy dinners.
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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