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02/17/2016
Online optimization and regret guarantees for non-additive long-term constraints
We consider online optimization in the 1-lookahead setting, where the ob...
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02/06/2016
Importance Sampling for Minibatches
Minibatching is a very well studied and highly popular technique in supe...
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06/07/2015
Primal Method for ERM with Flexible Mini-batching Schemes and Non-convex Losses
In this work we develop a new algorithm for regularized empirical risk m...
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02/27/2015