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So, previous deletions of dominated solutions do not lead to a loss of Pareto overall optima.
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As with ABC algorithms, scout ants can be employed to select some random routes in each iteration to avoid the colony becoming stuck in local optima and missing a better overall of global optimum solution (i.e., the shortest distance between nest and target location).
During the first two rounds, the overall colony fluorescence levels of the top 16 optima continued to increase relative to the previous round (Fig 6A, Step 3.3), and the 16 optima were recombined after each round of evolution for a new cycle of shuffling and selection in the same GFP insertion reporter (GFPi 9/8_FR/SF).
Dissimilar values for dC and dF surprisingly affected the overall survival more than the location of the optima (Fig. 5G I, note a different scaling compared with Fig. 5D F).
Since there are m steps, the overall complexity of each of the three CNI algorithms with local optima is (O( {mn^4})).
The overall optimum region considering the two responses together, overlayed with the individual optima.
Especially, the projection consistency is able to reduce the overall complexity and thus improve the tracking results without yielding into local optima.
A better strategy for detecting local optima may eliminate some of these rare cases and improve the overall efficiency.
We ran the full analyses five times to make sure overall tree-space was well sampled and to avoid getting trapped in local optima.
The overall LOS (6.5 days) was 1.9 days (22.6%) shorter in this current interventional OPTIMA II study compared with an overall LOS of 9.8 days (corresponding to 8.4 days with the same LOS definition of this study) during the OPTIMA I study, i.e. when triage decisions in the same hospital were recommended based on CURB-65 and medical stability criteria but were not reinforced [ 28].
This time series (black dots) is highly noisy and in order to focus on overall behavior the time series is first smoothed (green line) prior to finding the local optima.
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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