15 citations · 45 across the 14 of their papers we have counts for
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stat.ML2017★ 5 cited
Bayesian nonparametric Principal Component Analysis
Clément Elvira, Pierre Chainais, Nicolas Dobigeon
Principal component analysis (PCA) is very popular to perform dimension reduction. The selection of the number of significant components is essential but often based on some practi…
stat.ML2015★ 15 cited
Bayesian anti-sparse coding
Clément Elvira, Pierre Chainais, Nicolas Dobigeon
Sparse representations have proven their efficiency in solving a wide class of inverse problems encountered in signal and image processing. Conversely, enforcing the information to…