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The optimal fairness ratio allocation obtained from the training sets will be used as an initial guess to allocate the CID for the test videos.
For simplicity, in the following, we refer to the optimal power and bit allocation obtained from the iterative algorithm in Algorithm ?? as 'OPA+OBA', and the suboptimal power and bit allocation obtained from the low complexity algorithm in Algorithm ?? as 'SPA+SBA', both in the main text and in the legend.
More specifically, given a starting power allocation P p,0 and P s,0, the SUs apply a per subcarrier decoding strategy which depends on the primary and SUs' power allocation obtained from the iteration n−1.
Note that Algorithm 3 terminates either when the power allocation obtained at Step (2) is admissible or when the virtual self-interference gain reaches the true value of the interference coefficient.
It has been seen that such a uniform rate allocation results in a performance degradation of around 5 dB in terms of SINR compared to a nonuniform allocation obtained using a greedy optimization approach.
Envy is defined as the difference in utility that a user received for the actual allocation obtained compared to the maximum utility that could have been obtained across all allocations for the same resource to other users.
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Thorough experimental studies, based on random business processes, demonstrate that the heuristic algorithm was able to produce service provider allocations that result in execution times that are only a few percentage points (less than 2.5%) worse than the allocations obtained by the optimal algorithm while examining a tiny fraction of the solution space (tens of points versus millions of points).
They showed that the proposed cost allocations obtained via the activity based costing technique is rational and stable.
More specifically, since the decoder side-information in a SP-DTC depends on quantization noise of the other terminals, the optimal transforms T2 and T 1 ″ and the associated bit allocations obtained with the SWC-HRSQ model are different to those obtained with the RD-WZQ model.
In order to investigate how the quality of the allocations (measured by the standard deviation between the means of the groups) depends on the percentage of missing answers, we compared the quality of the allocations without missing data to the quality of the allocations obtained when removing a percentage of answers for relationships or prognostic factors.
The optimal beamforming vectors corresponding to a particular (suboptimal) power allocation are obtained, then power allocations are updated corresponding to these beamforming vectors.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com