291 citations · 936 across the 29 of their papers we have counts for
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stat.ME2016★ 3 cited
Group SLOPE - adaptive selection of groups of predictors
Damian Brzyski, Alexej Gossmann, Weijie Su +1
Sorted L-One Penalized Estimation (SLOPE) is a relatively new convex optimization procedure which allows for adaptive selection of regressors under sparse high dimensional designs.…
stat.ME2016
Bayesian dimensionality reduction with PCA using penalized semi-integrated likelihood
Piotr Sobczyk, Malgorzata Bogdan, Julie Josse
We discuss the problem of estimating the number of principal components in Principal Com- ponents Analysis (PCA). Despite of the importance of the problem and the multitude of solu…