29 citations
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math.ST2010★ 17 cited
Statistical analysis of -nearest neighbor collaborative recommendation
Gérard Biau, Benoît Cadre, Laurent Rouvière
Collaborative recommendation is an information-filtering technique that attempts to present information items that are likely of interest to an Internet user. Traditionally, collab…
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…