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This would be expected to produce a small performance gain.
Very small performance gain can be seen at high values of the PAPR.
Consequently, the results show a small performance gain for Max C/I scheduling.
We don't cover driver updates a lot here at CrunchGear because the changelog is usually pretty trivial — small performance gain here, bug fix there.
For this application, it has been shown that using unprocessed instead of folded fingerprints provides only a small performance gain [15, 16].
However, the stronger performance of the methods with learned parameter(s) suggests a small performance gain can be realized from the added effort of tuning a query to each data set.
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This type of mixture modeling could yield some small performance gains but substantially increases the complexity of the method.
Therefore, joint detection of two nodes that are further apart would render very small performance gains over the case that they are detected separately.
We were able to get some small performance gains (within 2 standard deviations) of ∼1 2% in AUCLMH_TV and AUCDVI using this methodology compared with training with all events treated equally.
For the MAPK subset, the multi-task learners achieved the smallest performance gain.
Therefore, the random antenna selection with ULA has smaller performance gain than that with UPA.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com