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Reference
| Keywords | Online Learning |
In this paper, we consider the decision-theoretic framework for online learning (DTOL) proposed by Freund and Schapire \cite{FS97}. Previous algorithms for learning in this framework have a tunable learning rate...
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Reference
| Keywords | Convex Optimization • Subgradient Schemes • Hedge Algorithms |
We show that the Hedge Algorithm, a method widely used in Machine Learning, can be interpreted as a particular subgradient algorithm for minimizing a well-chosen convex function, namely a Mirror...
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