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By integrating the gene expression data of multiple drugs, we constructed data preprocessing and the support vector machines and naïve Bayesian classifiers on Hadoop for prediction of drug combinations.
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Focusing on the 5 geographical regions (cuisines) that contain over 1,000 recipes, we construct data matrix (B=[b_{ij}]_{5000times335}), with (b_{ij}=1) if recipe i contains ingredient j.
We construct data sets with a hierarchical structure by assuming that the neural population is composed of units from one the following five classes: unresponsive, generally responsive, broadly tuned, sharply tuned and angle-specific units.
For describing the recycling systems in nature, an articulated design science research (DSR) framework is necessary for which we have constructed data models for composite lithosphere-atmosphere-biosphere-hydrosphere ecosystem (LABHE).
In short, we first constructed data sets that avoid complicating factors and biases and then used covariates in stepwise linear regression analyses to account for the remaining factors.
To test the approach in a pleiotropic setting, where multiple traits were acquired simultaneously, we also constructed data sets where traits were acquired at only four timesteps, each corresponding to the simultaneous acquisition of four traits.
Here, we have constructed data sets of conserved introns using either five Caenorhabditis or eight Drosophila species to uncover the mechanisms that are responsible for intron loss during evolution.
To inform this debate, we use a newly constructed data set of deposit insurance design features to examine how different design features affect deposit interest rates and market discipline.
"We are now living in a fake reality of constructed data and phony polls," he wrote.
Section 2 shows how we constructed the data from various administrative data sources, displays descriptive graphs and presents our empirical strategy.
In this way we constructed four data files containing 1000 tweets each.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com