141 citations · 164 across the 2 of their papers we have counts for
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cs.LG2010★ 23 cited
Less Regret via Online Conditioning
Matthew Streeter, H. Brendan McMahan
We analyze and evaluate an online gradient descent algorithm with adaptive per-coordinate adjustment of learning rates. Our algorithm can be thought of as an online version of batc…
cs.LG2010★ 141 cited
Adaptive Bound Optimization for Online Convex Optimization
H. Brendan McMahan, Matthew Streeter
We introduce a new online convex optimization algorithm that adaptively chooses its regularization function based on the loss functions observed so far. This is in contrast to prev…