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The level of regularization is defined by (a larger value implies a larger effect).
Figure 3 Every distance measurement d ̂ i is replaced by a larger value d ~ i.
Thus, a genetically more resistant host, represented by a larger value of ρ, would be able to mount a more effective immune response, due to a faster immune cell replication rate (equation 2a) and due to allocating a larger proportion of nutrients towards immunity (equations 3b and 4b).
Since in theory the true variances should be used, the WLS statistic would be smaller (after division by a larger value) and the test more conservative.
An earlier GSM model by Lee et al. [ 20] predicts an increase in butanol production but by a larger value of 86% due to a lack of internal protons in the model.
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It is a quite conservative estimation and we did not want, by taking a larger value, to increase unrealistically this component of revenue.
This means that by using a larger value for λ, fewer iterations are needed to approximate the inverse of the system.
This property of site preference can be readily incorporated in our model by assigning a larger value of the phosphorylation rate constant for phosphorylation of the preferred site.
To step out of the local minima, we reactivated the learning process by setting η back to a larger value (η = 1e−11), then continue the learning with γ = 0.95 until convergence.
The global efficiency is measured as the mean of the reciprocal of pair-wise distances and is represented by values between 0 and 1, a larger value indicating a shorter average distance, or higher connectivity.
Without channel estimation, the norm of Δe would be bounded by a large value δ.
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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