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The use of localization highly improves this aspect: while the use of ECov does not introduce significant improvement in the detection due to its wide area, ECent achieves FN = 1 %, highly outperforming previous approaches.
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As expected, CNNs highly outperform HA.
The numerical results show that the proposed scheme highly outperforms the existing PU detection schemes.
The Tracker3D highly outperforms OpenCV-Tracker in quality of solutions, obtaining these results with a higher time performance.
The evaluation has shown how the proposed approach highly outperforms the results achieved by classic mechanisms and by centralized implementations.
It is observed how the results of the distributed location-based proposed approach highly outperformed those of the classic mechanisms except for the cell 12 case.
However, all weighting schemes highly outperformed any single classifier in the ensemble.
As one of the most highly panned outperforming stocks on Wall Street, Netflix is a standout within the leisure/discretionary spending sector.
In many cases, they have been outperforming highly leveraged companies that haven't been very profitable.
Moreover, in multivariate analyses with conventional prognostic variables, we found that the genetic grade signature remained highly significant, even outperforming lymph node status and tumor size in most cohorts analyzed [ 28].
Also, the work of (Chapelle and Li [2011]) presents empirical results that show Thompson sampling is highly competitive, matching or outperforming popular methods such as UCB (Lai and Robbins [1995]; Auer et al. [2002]).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com