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This approach could decrease the number of training samples and improve the optimization efficiency while without decreasing its generalization.
It is different from the Gaussian particle filter that uses the prior distribution as the proposal distribution, the proposal distribution of the QPF is approximated by a set of modified quadrature point probability densities, which can effectively enhance the diversity of samples and improve the performance of the QPF.
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.
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.
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.
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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.
There are three main approaches with emphasis on reducing training samples and improving the efficiency of learning machines.
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.
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.
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