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We further apply the guidelines for penalized regression developed from these synthetic data to real expression data and to penalized logistic regression for metagenomic data from the gut microbiomes and obesity status of subjects in the MetaHIT study (Qin et al., 2010).
fB is then adapted to penalized non-linear fitting including Poisson maximum likelihood estimation by MC simulations.
Specifically, this entailed the Firth method [ 31] to penalized maximum likelihood ("firthlogit" command in Stata, similar to King and Zeng's proposed approach [ 32]); significance levels did not change, and odds ratios were within.01 of uncorrected estimates, indicating relatively limited bias in our estimates.
Similar(55)
"It's not trying to penalize them.
"Why are you going to penalize Nunez?
You want to penalize the people who are most responsible.
That makes it hard to penalize soccer players.
Is it bad to penalize Wall Street for what happened?
"They do not have the authority to penalize online gaming".
He said that the process would be fair and thorough, and that the agency would not respond to outside pressures either to penalize or not to penalize athletes.
It is ambiguous, because the traditional meaning of the verb is "to approve," not "to penalize".
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