19 citations · 29 across the 3 of their papers we have counts for
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stat.ML2018
Understanding Regularized Spectral Clustering via Graph Conductance
Yilin Zhang, Karl Rohe
This paper uses the relationship between graph conductance and spectral clustering to study (i) the failures of spectral clustering and (ii) the benefits of regularization. The exp…
stat.ML2010★ 7 cited
The Lasso under Heteroscedasticity
Jinzhu Jia, Karl Rohe, Bin Yu
The performance of the Lasso is well understood under the assumptions of the standard linear model with homoscedastic noise. However, in several applications, the standard model do…