Estimates of all non-zero coefficients in the gene expression simulation setting with inter-feature correlation and q = 3 random effects with an unstructured covariance matrix (setting 12 from Table 1).

β1, β2, and β3 were unpenalized because they were coefficients on variables with random effects (β1 is the intercept). All...

محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Evan Gorstein (20553314) (author)
مؤلفون آخرون:	Rosa Aghdam (550735) (author), Claudia Solís-Lemus (2547481) (author)
منشور في:	2025
الموضوعات:	Genetics Evolutionary Biology Cancer Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified two popular penalties penalized likelihood approach least absolute shrinkage increasingly important form wrap "> highdimmixedmodels penalty consistently outperforms div >< p coordinate descent algorithm wide association variable selection use =" three types selection operator real examples models relies lacks guarantees julia package global optimum fit models empower researchers empirically study effects models dimensional mixed covariates rivals algorithm ’
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Estimates of all non-zero coefficients in the gene expression simulation setting with inter-feature correlation and <i>q</i> = 3 random effects with an unstructured covariance matrix (setting 12 from Table 1).