Variable selection via penalized estimation is appealing for
dimension reduction. For penalized linear regression, Efron, et al. (2004)
introduced the LARS algorithm. Recently, the coordinate descent (CD)
algorithm was developed by Friedman, et al. (2007) for penalized linear
regression and penalized logistic regression and was shown to gain computational
superiority. This paper explores...
