Sentence examples for samples and improving from inspiring English sources

There are three main approaches with emphasis on reducing training samples and improving the efficiency of learning machines.

Geiger et al. [ 4] achieved high quantitative coverage, quantifying over 70% of identified proteins in both tumor samples and improving overall quantitative accuracy through the use of the pooled SILAC cell lines when compared with a single labeled cell line.

This approach could decrease the number of training samples and improve the optimization efficiency while without decreasing its generalization.

These include characterizing the surface chemistry and structure of nanoparticles, determining the atomic level structure of proteins bound to surfaces, 3D imaging of samples, and improved sample preparation methods that maintain materials in a relevant state when using ultra-high vacuum based analysis techniques.

Thus, the linear regression can learn the discriminative projection to better adapt to the labels of the samples and improve the classification rate of the new samples.

Therefore, it becomes unfeasible for a single-robot to navigate to different locations, collect samples, and improve parameter estimates in a short period of time.

Moving forwards, a more useful sampling method would have taken all the samples from the same region of the same parchment; this would have reduced the amount of variation between samples and improved the repeatability of the findings.

Table 7 shows that the actual sampling time decreases a lot when using UASM, which means that the logging instrument can measure more samples and improve the vertical resolution.

PCA enabled multiclass comparisons between samples and improved the interpretation of expression profiles.

The model estimates the replicate effect associated with the paired nature of the samples, and improves detection of the treatment effect.

The increasing trend of sensitivity and precision for both ISP and Cuffmerge shows that both programs are able to take advantage of the existence of multiple samples and improve their sensitivity and precision simultaneously.