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Tradeoff between solution robustness (expected total costs) and model robustness (expected under-fulfillment) can be found using different values of (omega) in the objective function (28).
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To our knowledge, only four prior RCTs have been carried out in China to test HAs in treatment of knee OA, so we have no a priori expectations as to the robustness of expected responses.
Here, two novel, robust criteria are presented for computing optimal dynamic inputs for experiments aiming at improving parameter precision, based on previously proposed methods for providing design robustness — the expected value criterion and the max min criterion.
Hence increase in Δ (i.e., increase in robustness) is expected only if δp>δg.
To obtain a more comprehensive picture of the variations of the robustness of the expected behavior, we sample the parameter space for large parameter variations, and for each parameter, we compute the robustness.
Simulation results are shown to be satisfactory in terms of the expected robustness with regards to atmospheric resistance uncertainty.
Yet, choosing a specific service composition may fail to deliver the expected robustness, but reverting early choices may jeopardise the success of any Cloud project.
Although our measure of robustness is an expected value and its computation is subject to some variance, the main threat to reliability is the model on which robustness is computed.
The accuracy in determining model robustness here is expected to increase with the number of analysed reference sets, however in practice this is confined by the solutions of the optimisation.
(ii) Reproducibility and robustness may be expected to decrease with the increased complexity of 3D constructs.
Table 1 presents, for each organism, the percentage of molecules that are significantly more and less robust/plastic (structural robustness landscape) than expected under the null model.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com