260 citations · 828 across the 46 of their papers we have counts for
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math.ST2014★ 6 cited
The Statistics of Streaming Sparse Regression
Jacob Steinhardt, Stefan Wager, Percy Liang
We present a sparse analogue to stochastic gradient descent that is guaranteed to perform well under similar conditions to the lasso. In the linear regression setup with irrepresen…
math.ST2014★ 32 cited
Asymptotic Theory for Random Forests
Stefan Wager
Random forests have proven to be reliable predictive algorithms in many application areas. Not much is known, however, about the statistical properties of random forests. Several a…