322 citations · 1.3k across the 48 of their papers we have counts for
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stat.ME2012★ 1 cited
Some New Asymptotic Theory for Least Squares Series: Pointwise and Uniform Results
Alexandre Belloni, Victor Chernozhukov, Denis Chetverikov +1
In applications it is common that the exact form of a conditional expectation is unknown and having flexible functional forms can lead to improvements. Series method offers that by…
stat.ME2011★ 41 cited
Group Lasso for high dimensional sparse quantile regression models
Kengo Kato
This paper studies the statistical properties of the group Lasso estimator for high dimensional sparse quantile regression models where the number of explanatory variables (or the…