Exact(1)
It is clearly visible that the new fully Bayesian method overall outperforms both gold standard-based methods.
Similar(59)
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.
The results showed that the microfluidic approach overall outperforms conventional radiosynthetic methods.
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.
Although each method was effective according to one or more measures, ComBat outperformed other methods overall.
Overall, our method outperforms all competitors both when predicting cancer versus non-cancer and metastasis versus non-metatastis.
Overall, our method outperforms standard correlation measurements when the histone marks that are similarly regulated do not directly overlap.
Overall, Method-I outperforms the other three methods, again showing the usefulness of shape interpolation along both of the two manifolds.
Overall, the LM method outperforms other evaluated methods mainly because it not only takes the variation among replicate measurements but also focuses on estimating the combined effect of drug and RNAi by incorporating an interaction term in the model.
Overall, no particular method consistently outperforms all others.
Overall, EMtree is the method that outperforms the other two quartet input methods in most cases.
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