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CORR
2010
Springer
55views Education» more  CORR 2010»
14 years 10 months ago
Prediction with Advice of Unknown Number of Experts
In the framework of prediction with expert advice, we consider a recently introduced kind of regret bounds: the bounds that depend on the effective instead of nominal number of ex...
Alexey V. Chernov, Vladimir Vovk
COLT
2008
Springer
15 years 4 days ago
Extracting Certainty from Uncertainty: Regret Bounded by Variation in Costs
Prediction from expert advice is a fundamental problem in machine learning. A major pillar of the field is the existence of learning algorithms whose average loss approaches that ...
Elad Hazan, Satyen Kale