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However, we note here that, aside from the issue of increasing runtime, there is no a priori limit on the number of the candidate subclasses that can be associated as long as they have robust corresponding marker genes.
The impact of this parameter on memory usage is much stronger than on speed, so this is worthwhile in memory-constrained environments, e.g. increasing the so-called partition factor from 2 to 3 on dataset II, and Lambdaslow reduces memory usage by 3 GB (23%) while only increasing runtime by 30 s (3%).
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Due to Flowdroid's increased runtime for larger apps, we decided to only use apps ≤1 MB.
By employing a smaller profile window the output filter orderings have on average lower per-tuple processing costs; however, the increased runtime overhead counterbalances the potential improvements.
With this increased runtime and potential to analyze larger apps, we also plan to reorganize the mobile apps into their appropriate families, to determine if there is a significant difference in detection.
On the other hand, projecting a larger number of principle components, such as 1024, actually increases runtime while recognition accuracy decreases as a result of redundant data being included.
GraphCell improves state-of-the-art solutions, especially for larger problems, and it provides an alternative to our GPU Min min heuristic when more accurate solutions are needed, at the expense of an increased runtime.
The increased runtime correlates with the number of involved atoms (Spearman rank correlation coefficient 0.79).
On Amazon, Halvade accesses the data straight from S3, which requires network communication and explains the increased runtime.
It is possible that the education factor has provided the elderly maintenance skills necessary for the performance of the RTT, although they needed an increased runtime strategy.
However, the tendency of increased runtimes is clearly towards the smaller number of jobs.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com