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Based on our analysis using cross-validation and external validation, RF models perform best for all the three targets and PNN models show the least performance (Additional file 1: Tables S3, S4).
Apple doesn't break out specific device numbers, so it's hard to tell which models perform best.
Traditional efforts to statistically forecast terrorism are complicated by the fact that most forecasting models perform best when there is a long series of data to study, thus rendering them impotent for identifying new sources of threat and forecasting attacks from sources that have not attacked before.
That's partly because it's not entirely clear which business models perform best in this nascent sector.
All prediction models perform best in the dataset from which they were obtained.
Generally speaking, for the bound dataset, the 11-residue window models perform best among all individual feature-based models.
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Overall, classic Porsche models performed best, while more modern supercars from the 1970s and 80s, like the Lamborghini Countach and Ferrari F40, are growing in popularity.
Sunshine duration-based models performed best, and cloud cover-based models performed worst.
In terms of relative RMSE the models performed best with thresholds of around 0.1.
When locally calibrated, the more complex rainfall runoff models performed best.
Agricultural land use surrounding wetlands was an important predictor for all four MMIs, although the soil, algae and water MMI models performed best when intensive (level 3) vegetation metrics were also included in the random forest regression models.
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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