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The test results show that: (i) both hybrid algorithms overall outperform the differential evolution algorithms; (ii) among the two hybrid algorithms, the cooperative hybrid overall outperforms the other hybrid with local search; and (iii) the performance of proposed hybrid algorithms can be further improved with some effort of tuning the relevant parameters.
The results showed that the microfluidic approach overall outperforms conventional radiosynthetic methods.
It is clearly visible that the new fully Bayesian method overall outperforms both gold standard-based methods.
In summary, Bayes classifier can be a good candidate for implementing rt-CDSS given the fact that it overall outperforms the rest in Precision, F-measure, AUC and Kappa statistics.
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Our simulations show that the ribbed reactors overall outperform the others although in these enhanced tubular geometries the growth of the coke layer is far from uniform.
However, even this approach is overall outperformed by conventional compression and encryption, which shows no decrease in compression performance, better runtime performance and cryptographic security.
When examining robustness of machine learning algorithms to different levels of noise it was observed that non-linear methods overall outperformed Naïve Bayes when dealing with low levels of noise, lower or equal to 20%, where performance was retained equal to or higher than MCC of 0.7 on average.
DNN overall outperformed the rest methods across most tested datasets, when dealt with noisy data their performance in several datasets dropped below that of other methods included in the study indicating that these methods might be more sensitive to noise that the rest methods.
Within the didactic sections, students in heterogeneous groups, overall, outperformed students in homogeneous groups (n = 33, Mhomogeneous = 2.18; n = 38, Mheterogeneous = 2.82; F = 5.75, p = 0.02).
Even though microarray overall outperformed RNA-seq by detecting more known HrpX target genes from the T3SS in hrp cluster by satisfying both FC and FDR cut-off threshold, in principle RNA-seq also detected genes hrpB5, hrcS, hpaP, XAC0395, hrpB7, and hrcT, in terms of FC, but failed to pass FDR threshold.
Despite this work force deficit, Welsh science overall now outperforms many other similarly small countries such as Norway, Ireland, and New Zealand, according to commonly used measures of efficiency and science quality.
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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