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Since regression model is robust against mild violation of normality assumption of the noise term, our regression filter is able to efficiently filter out different types of noise.
The potential inaccuracy caused by mild violation of the PO assumption is likely less severe than would be the case in arbitrary dichotomisation of an ordinal outcome.
In the case of other assumptions, mild violation is unlikely to lead to serious problems, but moderate or severe violation can lead to considerable bias and should be avoided.
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Two years ago, the commission's enforcement arm in New York opened an investigation into whether Mr. Madoff's business was a Ponzi scheme but closed it after finding only mild violations that "were not so serious as to warrant an enforcement action".
Our investigation suggests that aggressive futility rules do not generally reduce power (relative to less aggressive rules) under incorrect design assumptions such as overstatement of the target treatment effect or mild violations of the proportional hazards assumption.
Since there were some mild violations, robust standard errors were used as recommended by Cameron and Trivedi (2009).
Normality was improved by square-root transformation of the RT data, but there were still some mild violations of kurtosis and skewness (the highest kurtosis was reduced from zkurtosis = 7.6 to zkurtosis = 4.9, and the highest skewness from zskewness = 5.6 to zskewness = 3.5).
From relatively mild boundary violations to gang rape, most of the women characters in Twilight have been victimized by men.
Write better and faster with AI suggestions while staying true to your unique style.
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