1.1k citations · 5.4k across the 59 of their papers we have counts for
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stat.ME2013★ 136 cited
A Statistical Perspective on Algorithmic Leveraging
Ping Ma, Michael W. Mahoney, Bin Yu
One popular method for dealing with large-scale data sets is sampling. For example, by using the empirical statistical leverage scores as an importance sampling distribution, the m…
stat.ME2013★ 5 cited
Estimation Stability with Cross Validation (ESCV)
Chinghway Lim, Bin Yu
Cross-validation (CV) is often used to select the regularization parameter in high dimensional problems. However, when applied to the sparse modeling method Lasso, CV leads to mode…