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Technical Report 392, The University of Iowa."},{"key":"ref22","doi-asserted-by":"crossref","first-page":"1418","DOI":"10.1198\/016214506000000735","article-title":"The adaptive lasso and its oracle properties","volume":"101","author":"H Zou","year":"2006","journal-title":"J Am Stat Assoc"},{"key":"ref23","doi-asserted-by":"crossref","first-page":"468","DOI":"10.1214\/10-AOAS377","article-title":"Random lasso","volume":"5","author":"S Wang","year":"2011","journal-title":"Ann Appl Stat"},{"key":"ref24","doi-asserted-by":"crossref","first-page":"1","DOI":"10.18637\/jss.v033.i01","article-title":"Regularization paths for generalized linear models via coordinate descent","volume":"33","author":"J Friedman","year":"2010","journal-title":"J Stat Softw"},{"key":"ref25","doi-asserted-by":"crossref","unstructured":"Kredler C, Fahrmeier L (1982) Variable Selection in Generalized Linear Models. COMPSTAT 1982 5th Symposium held at Toulouse 1982. 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