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Note that the optimal k value used for each benchmark dataset was listed in Table 2. Figure 4 shows that the proposed shrinkage LLSimpute outperforms LLSimpute for all missing rates and all benchmark datasets.
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The scripts and commands used for this benchmark are available in the Supplementary material.
Due to time of testing, a later version of CDD (v 2.16) was used for this benchmark set.
This benchmark was repeated for numerous sets of parameter settings and also used for parameter optimization (benchmark 2).
These are not strongly oscillating, and are not regulated by any of the transcription factors used for benchmark sets 2 or 3, and are not significantly (if at all) represented in any of the benchmark sets.
Four open-hole laminated plates taken from the literature are used for benchmark examples.
The difficult to beat random walk model is used for benchmark comparison.
The OpenStack Cloud used for benchmark experiments at Surrey was composed of one cloud controller and four compute nodes.
Results have been used for benchmark purposes, but this methodology has drawbacks [26]: First, DDD and prescribed daily doses may differ according to the underlying disease.
In this case the four hospitals, selected as reference category, were used for benchmark purposes in evaluating hospital performance for c-section in this study.
The freely available Microsoft Virtual PC 2007 (Version 6.0.156.0) was downloaded from Microsoft and was used for all benchmarks and teaching VMs.
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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