Sentence examples for subsample of the data from inspiring English sources

Given a problem dataset, anticipative determination of the desired ensemble composition is carried out as follows: First, we estimate the performance of each classifier architecture by independent pilot cross-validation experiments on a small subsample of the data.

Given a problem dataset, the process of anticipative determination of the ensemble composition is as follows: First, we estimate the performance of each classifier architecture by independent pilot cross-validation experiments on a small subsample of the data.

A 9-factor measurement model was specified on a mixed-gender subsample of the data and then replicated on separate subsamples of female and male veterans.

First, rather than using the full dataset, we randomly sampled 200 students from each country to create a subsample of the data for analysis.

I extract a subsample of the data keeping all of the 2,865 VC-backed companies, which receive their first VC funding as early as in 1994 (approximately when China's VC industry started).

In those cases, a first validation using plasma input kinetic analysis in a subsample of the data is required in order to ensure that pons could be used as pseudo-reference region.

We used 5 commonly applied algorithms for biomass predictions on bootstrapped subsamples of the data to obtain cross validated RMSE and r2 diagnostics.

Measuring impacts in small subsamples of the data inevitably reduces the precision of the estimate, making an effect that is strongly significant in the full sample look insignificant in small slices.

Exploring gender elasticity differences for specific subsamples of the data, I find similar results across regions.

In Appendix B: Table 7 we explore relevant subsamples of the data.

These exercises serve the purpose of both illustrating the heterogeneous effects within subsamples of the data and corroborating the identification of the key coefficients in the benchmark specification.