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We confirm the finding that for most current studies, with sample sizes usually below 10,000 individuals and more than 500,000 SNPs, ridge regression hardly outperforms the classical GWAS approach.
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Although hybrid systems achieved good experimental results on a few large vocabulary tasks already more than two decades ago [18], they hardly outperformed HMM/GMMs.
In fact, most barely outperformed complete amateurs.
And at the same time, countries that could hardly hope to outperform the world in any category are far ahead of us when it comes to things that matter more to people.
Fundamentals for both companies are OK right now, but hardly eye-catching, outperforming lackluster peers in some respects but not across the board.
The absolute differences in scores were hardly dramatic: On average, the literary group outperformed the popular group by about two questions (out of 36) on the RMET test, and missed one fewer question (out of 18) on the DANVA2-AF.
Clearly, CLIR outperforms the other caching schemes as it hardly ever fails when redirecting requests.
As investments, all of the 10-10 companies have outperformed the Tokyo stockmarket in recent years by anywhere from 20% to nearly 50%.A dozen or so industrial stars are hardly enough to rebuild Japan.
The I.E.M. routinely outperforms major national polls.
Sad? Hardly.
Hardly disguised!
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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