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The performance of our proposed approach is compared with three competing approaches for augmenting datasets and evaluated using multiple classification algorithms; and the results indicate the superior performance of our proposed method.
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In general, augmenting a dataset is subject to data availability and platform compatibility between study cohort and the additional samples.
Augmenting our dataset from four to ten sequences resulted in higher sensitivity towards experimentally verified binding sites and finer nucleotide resolution when detecting the exact boundaries for TFBS.
We then expanded the temporal and geographic scope of the data to test the robustness of FluReF by augmenting our dataset with (i) a large number of sequences from the same area (New York) from a prior year (2004) and (ii) sequence data from all over the United States.
Using the workers on its platform, DefinedCrowd can augment existing datasets with new specialized data that can help tune models for specific applications.
As the foundation for a new computational implementation, we survey the calculation of the complex electrical conductivity tensor based on the Kubo Greenwood (KG) formalism (Kubo, 1957; Greenwood, 1958), with emphasis on derivations and technical aspects pertinent to use of projector augmented wave datasets with plane wave basis sets (Blöchl, 1994).
For this purpose, we augmented the datasets with 500000 random reference data points distributed uniformly over the high-dimensional sequence space.
By augmenting previous genetic datasets and adding new ecological data, we quantify levels of genetic and ecological divergence between populations and test how they correlate with a restriction of genetic admixture upon secondary contact.
We augmented the dataset with drugs withdrawn from market and drugs with black-box warning labels due to acute human liver injuries.
We here report on a framework to extract insightful behavioral indicators from standard mobile phone metadata and how these indicators can be used to augment a dataset with key demographic variables, including vulnerability information, at a small surveying cost.
Therefore, to augment the dataset for plot-level comparisons in forested areas, an additional 20 forest plots of the same dimensions were measured in the two counties in 2011 ("FIA-like") (Figure 1).
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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