124 citations · 1.6k across the 112 of their papers we have counts for
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cs.LG2011
Universal MMSE Filtering With Logarithmic Adaptive Regret
Dan Garber, Elad Hazan
We consider the problem of online estimation of a real-valued signal corrupted by oblivious zero-mean noise using linear estimators. The estimator is required to iteratively predic…
cs.LG2011★ 9 cited
Optimal Algorithms for Ridge and Lasso Regression with Partially Observed Attributes
Elad Hazan, Tomer Koren
We consider the most common variants of linear regression, including Ridge, Lasso and Support-vector regression, in a setting where the learner is allowed to observe only a fixed n…