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A roughly optimized learning rate was used for all tasks and learning rules.
Roughly, optimized means that the used learning rate η ∗ yields a performance which is better that when using 1.5 η ∗ or η ∗ / 1.5.
Results indicate that the G values are highly sensitive to sealant strip location and sealant length, where sealant length is defined to be along the perpendicular direction between the nail line and leading edge of the shingle, and that the sealant strip location in typical modern shingles is roughly optimized to ensure a balanced value of G at the inner and outer sealant strip edges.
We roughly optimized the cut-off threshold C and used 0.4.
Similar(56)
However, in our setup we were using only readily available standard components with thicknesses that only roughly match the optimized design.
Despite the significantly lower amount of connections in the log-ratio network, the number of functionally coherent modules and the number of clustered genes is roughly similar, and the optimized clustering parameters (ν1, ν2) = (0.30, 0.55) are identical, indicating that the general structure of the network and its strongest modules are fairly well preserved.
The GPU algorithm is roughly 55 times faster than an optimized version for the CPU.
For the optimized batch, a dense roughly spherical pattern was observed by transmission electron microscopy (Fig. 2).
These conformations in the SAXS-optimized ensembles can be roughly classified into two states, one includes compact conformations with R g smaller than 18 Å, and the other represents extended conformations of the protein with R g larger than 20 Å. Open image in new window Figure 2 Ensembles of FBP21-WWs optimized by SAXS, and interaction analysis between the domains.
This is exemplified when compared to the fopA enzyme levels – functionally similar and expressed from a codon-optimized gene – that is produced at roughly 100-fold lower levels.
Illumina Goldengate SNPs with pre-optimized assays were chosen where possible, however roughly 10% of the chosen SNPs failed the assay design.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com