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For example, if recipes for SrTiO3 and another material call for heating to the same temperature, the two materials are linked in the augmented dataset.
To further refine the augmented dataset, those related materials are then ranked by how similar they are to SrTiO3 in certain key features of their composition.
At each iteration, a new Gaussian distribution, depicted by the green ellipse, is fit to the most promising augmented dataset (policy parameters and goal).
All analyses were also performed for an augmented dataset, which additionally contains two 'cherry-picked' cases highlighted by Cooper [ 20] (see Methods).
We constructed an augmented dataset by including one additional artificial regulator, which we called SCO0000, with expression data that is an exact copy of phoP.
The second validation consists of the application of the usual cross-validation techniques (k-folding and/or leave-one-out) to this augmented dataset, using the parameters found at the calibration stage.
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Overall, 60% of primary infections have a consistent serotype for a primary infection across augmented datasets.
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.
We augmented the dataset with drugs withdrawn from market and drugs with black-box warning labels due to acute human liver injuries.
We augmented the dataset from Experiment 2 with the rest of the 2005 2008 human H3N2 strain sequences collected all over the United States.
To test the robustness of FluReF, we augmented the dataset from Experiment 1 with human H3N2 strains sampled in 2004 from New York.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com