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A more robust boosting algrithm.
Written by Yoav Freund     July 15, 2009     Hits: 712     Favorites 0
 
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A parameter-free hedging algorithm
Written by Yoav Freund     July 15, 2009     Hits: 384     Favorites 0
 

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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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Hedge Algorithm and Subgradient Methods
Written by Michael Bürgisser     December 14, 2009     Hits: 975     Favorites 0
 

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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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Optimality of Universal Bayesian Sequence Prediction for General Loss and Alphabet
Written by Yoav Freund     August 08, 2009     Hits: 276     Favorites 0
 

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Keywords Learning Theory
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Prediction, Learning and Games
Written by Yoav Freund     August 08, 2009     Hits: 582     Favorites 0
 

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Keywords Learning Theory • Online Learning • Game Theory
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