113 citations · 241 across the 31 of their papers we have counts for
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cs.LG2013★ 113 cited
Loss minimization and parameter estimation with heavy tails
Daniel Hsu, Sivan Sabato
This work studies applications and generalizations of a simple estimation technique that provides exponential concentration under heavy-tailed distributions, assuming only bounded…
cs.LG2013★ 3 cited
Auditing: Active Learning with Outcome-Dependent Query Costs
Sivan Sabato, Anand D. Sarwate, Nathan Srebro
We propose a learning setting in which unlabeled data is free, and the cost of a label depends on its value, which is not known in advance. We study binary classification in an ext…
cs.LG2013★ 1 cited
Feature Multi-Selection among Subjective Features
Sivan Sabato, Adam Kalai
When dealing with subjective, noisy, or otherwise nebulous features, the "wisdom of crowds" suggests that one may benefit from multiple judgments of the same feature on the same ob…