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In contrast, in several cases the full model did not account for the data significantly better than simpler models.
In 10-fold cross-validation on known values, its mean r-squared was around 0.4 significantly better than simpler imputation methods, but far from perfect.
Various surrogate fuel mixtures were formulated to conduct chemical kinetic modeling, and complex multicomponent surrogate mixtures were shown to reproduce experimentally observed trends better than simpler two- and three-component mixtures composed of n-heptane, iso-octane, and toluene.
The authors found that models inputted with infrastructure, vegetation management, ProxPix, performed up to 5 13% better than simpler models depending on model evaluation criteria and input data; and that the model forced with utility infrastructure and ProxPix had the best overall performance.
We use this benchmark to assess the performance of five different prediction methods and find that the methods that use information about sequence conservation generally perform better than simpler motif-scanning methods.
Finally, we show that our algorithm performs better than simpler symbolic algorithms.
Similar(42)
Detection using fixed spatial sampling was as good as, or better than, simple random sampling.
First, we show that both cLHS and DLHS are better than simple random sampling.
Because this is television, everyone has a special reason for joining the team, something better than simple boredom or altruism.
Yet there is no compelling clinical data showing that the fusion operation works better than simple disc excision.
The results suggest that correlative models can perform as well as or better than simple mechanistic models.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com