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MapReduce framework agglomerated with adopted heuristics overcomes the challenge of scalability along with much-needed privacy preservation and yields efficient analytic results for real execution time.
Table 1 Simulator execution time for one fitness run of Miller amplifier Simulator Real execution time (s) User system execution time (s) OCN 240 45 NGS 8 6 SVR 0.5 0.4 Table 2 Execution time for simulators with PSO algorithm on Miller amplifier Simulator Real execution time (min) User system execution time (min) OCN 395 93 NGS 15 9 SVR 20 5.
Parallelization ensures to sanitize large-scale dataset in real execution time Lastly, with reproducible quantitative evaluations, we have shown that the MapReduce framework combined with basic heuristics overcome the identified challenges in significant and efficient manner.
These small amendments in adopted heuristics when combined with MapReduce framework ultimately resolve all identified issues and help in masking sensitive itemsets in a parallel fashion within the real execution time.
Under this parallelized design, the real execution time for N samples (N * t) is reduced to t, where t represents execution time for one sample.
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The real execution times of the algorithm depend on the number of video layers (m), the number of MCSs (n), and the number of available time slots (S).
However, the LUT is computed once for all off-line and would not affect the real-world execution time of the new algorithm.
The results show that ATABS outperforms this alternative considering (1) the similarity between simulated and real data and (2) the execution time in the training process.
Detailed experiments using a full-system simulation framework indicate that the proposed router reduces the average network latency by up to 19% and the execution time of real multi-threaded workloads by up to 43%.
On traditional computer performance evaluation, Hennessy and Patterson [27] consider the execution time of real programs as the only consistent and reliable measure of performance.
However, for real-time applications, the simulated execution time must be as close as possible to the execution time on the actual platform and in this case the latter gives the closest results.
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