60 citations · 306 across the 40 of their papers we have counts for
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stat.ME2014
Bootstrap-Based Regularization for Low-Rank Matrix Estimation
Julie Josse, Stefan Wager
We develop a flexible framework for low-rank matrix estimation that allows us to transform noise models into regularization schemes via a simple bootstrap algorithm. Effectively, o…
stat.ME2014★ 1 cited
Confidence Areas for Fixed-Effects PCA
Julie Josse, Stefan Wager, François Husson
PCA is often used to visualize data when the rows and the columns are both of interest. In such a setting there is a lack of inferential methods on the PCA output. We study the asy…
stat.ME2014
Multiple imputation for continuous variables using a Bayesian principal component analysis
Vincent Audigier, François Husson, Julie Josse
We propose a multiple imputation method based on principal component analysis (PCA) to deal with incomplete continuous data. To reflect the uncertainty of the parameters from one i…