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Lenselink, E. B. et al. Beyond the hype: deep neural networks outperform established methods using a ChEMBL bioactivity benchmark set.
On synthetic datasets ARACNe achieves very low error rates and outperforms established methods, such as Relevance Networks and Bayesian Networks.
Radial basis function-generated finite difference (RBF FD) methods have recently been proposed as very interesting for global scale geophysical simulations, and have been shown to outperform established pseudo-spectral and discontinuous Galerkin methods for shallow water test problems.
These ultra-high mobility values suggest that these materials have the potential to outperform established materials for next-generation high-speed electronics.
As an active channel component, SWCNTs and graphene have been studied for fabricating FETs and p − n junctions to demonstrate their potential to outperform established materials for next-generation electronics [125 128].
This approach outperforms established leading protein complex prediction tools.
A subset of the 100 genes outperforms established clinical predictors of poor prognosis (PSA, Gleason score), as well as previously published gene signatures (p = 0.0001).
The proposed method to aggregate previously published univariable associations with individual participant data in the construction of a novel prediction models outperforms established approaches and is especially worthwhile when relatively limited individual participant data are available.
Ultimately it's up to the market to decide the value of anything; however the domain sales market appears to be outperforming the established site marketplace.
A prognostic model comprising these genetic alterations outperformed current established methods: cell of origin, the International Prognostic Index comprising clinical variables, and dual MYC and BCL2 expression.
Using simulated data, we show that if additional epidemiological information is included in the construction of the model then it can outperform an established method.
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