184 citations · 449 across the 32 of their papers we have counts for
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stat.ML2015★ 37 cited
Boosting in the presence of outliers: adaptive classification with non-convex loss functions
Alexander Hanbo Li, Jelena Bradic
This paper examines the role and efficiency of the non-convex loss functions for binary classification problems. In particular, we investigate how to design a simple and effective…
math.ST2015★ 11 cited
Robustness in sparse linear models: relative efficiency based on robust approximate message passing
Jelena Bradic
Understanding efficiency in high dimensional linear models is a longstanding problem of interest. Classical work with smaller dimensional problems dating back to Huber and Bickel h…