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In 40 out of 100 simulations, the top-ranked sequence is an almost optimal pick (points close to the diagonal in Figure 2D).
Figure 2D shows the Hamming distance Δ (prediction ) of the sequence of the individual with the highest fitness estimate to the population 200 generations in the future vs the Δ (minimal ) for the post-hoc optimal pick.
Prediction accuracy is assessed as nucleotide distance to the future sample scaled such that the optimal pick as d = 0 and a random pick has d = 1, averaged over 50 repeated predictions per year on different subsamples of the data (at most 100 sequences from Asia and North-America, 70% of the available data in cases fewer than 100 sequences are available).
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Details are given in the study by Gevers et al. Selection of unique bacterial sequences, so-called operational taxonomic unit (OTU) picking, was performed using the QIIME (the toolbox for Quantitative Insights Into Microbial Ecology) reference optimal picking, which uses UCLUST (an algorithm to cluster sequence reads based on similarity) (version 1.2.22q) to perform the clustering.
The C and epsilon parameters were determined using the built-in parameter optimizer of the SVMTorch library that iterates over several possible values to pick the optimal choice.
A plot of sensitivity and specificity by rEI BMR cutpoint may be used to pick the "optimal" choice for a cutpoint to identify URGB.
In a situation where it is optimal to pick the highest quality option irrespective of initial conditions, then we can see that a value of <img src="http://journals.plos.org/plosone/article/asset?id=info?doi/10.1371/journal.pone.0018901.e082.PNG" class= inline-graphic"/> which is optimal for choosing between, for example, two options is not optimized for choosing between three or more options.
In may be strategically optimal to pick a team that has a 45 percent chance of pulling off an upset, for instance, particularly if they are not a trendy upset pick.
But it's not optimal to pick leaders with vision and a diversity of experience to lead in the headwinds of complexity, unexpected risks and unseen opportunities.
Hence, the optimal value of (15), which is the result from the optimized pick-l, can be smaller than or equal to that of (11), which is the basic pick-l.
Is this the optimal option?
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com