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As can be seen in Figures 5 and 6 all of the approaches perform reasonable well upon this data set although CROSS [4] is again seen as the best performing algorithm in terms of fine depth detail, foreground object connectiveness and cohesitivity and limited disparity noise.
The Cost Curves for different classifiers representing the different machine learning algorithms used were examined and from a visual inspection of this plot, it was clear that the best performing algorithm in this preparatory phase test was AODE (blue line, Fig. 1).
It was noted that, on average, at least one gene from a functional category can be discovered in the top 1% of a gene rank produced by the SVM/RBF algorithm (the best performing algorithm in the first rediscovery experiment, Table 2) that is trained on genes of another virulence category.
However, the CV ¯ summaries suggest an advantage of Ridge regression over Plusminus across most of the simulations while CSV ¯ rank Plusminus as the best performing algorithm in ∼50% of the simulations.
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In 2009, the $1M Grand Prize was awarded, and the description of the best performing algorithm (if not the source code) was made publicly available.
Therefore, a system designer can choose the best performing algorithms in terms of accuracy and other performance quality indicators if the voice classification application is not prone to frequent update of training dataset (that means no need to build the classification model over again), and of course vice versa this implies.
Next, we compared our SVM prediction model with algorithms developed by EL-Manzalawy et al.[ 11], Sweredoski and Baldi [ 12] and Chen et al.[ 10], as they are among the best performing algorithms in this domain.
In more detail, we compared against the bb-1st-sol algorithm, as it is the best performing algorithm of the five presented in Nöllenburg et al. (2009), and against the lh algorithm, as it has similar performance to the other algorithms described in Bansal et al. (2009), while being faster.
In addition, the AML method [11], which is the best performing algorithm among some typical location estimation algorithms compared in [12] but without NLOS identification, is also included.
cRBH was again the best performing algorithm, partly due to the effect of the filtering parameter r in dropping putative orthogroups composed of distantly related paralogs.
The best performing algorithm (using Weka) was Naïve Bayes.
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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