27 citations · 149 across the 34 of their papers we have counts for
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cs.LG2014★ 1 cited
Fast Label Embeddings via Randomized Linear Algebra
Paul Mineiro, Nikos Karampatziakis
Many modern multiclass and multilabel problems are characterized by increasingly large output spaces. For these problems, label embeddings have been shown to be a useful primitive…
stat.ML2014★ 18 cited
A Randomized Algorithm for CCA
Paul Mineiro, Nikos Karampatziakis
We present RandomizedCCA, a randomized algorithm for computing canonical analysis, suitable for large datasets stored either out of core or on a distributed file system. Accurate r…
cs.LG2014
Normalized Online Learning
Stephane Ross, Paul Mineiro, John Langford
We introduce online learning algorithms which are independent of feature scales, proving regret bounds dependent on the ratio of scales existent in the data rather than the absolut…