76 citations · 755 across the 50 of their papers we have counts for
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math.ST2010★ 29 cited
Pac-bayesian bounds for sparse regression estimation with exponential weights
Pierre Alquier, Karim Lounici
We consider the sparse regression model where the number of parameters is larger than the sample size . The difficulty when considering high-dimensional problems is to propo…
math.ST2010
Transductive versions of the LASSO and the Dantzig Selector
Pierre Alquier, Mohamed Hebiri
Transductive methods are useful in prediction problems when the training dataset is composed of a large number of unlabeled observations and a smaller number of labeled observation…