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CORR
2006
Springer
87views Education» more  CORR 2006»
13 years 11 months ago
Hedging predictions in machine learning
Alexander Gammerman, Vladimir Vovk
COLT
2010
Springer
13 years 9 months ago
Hedging Structured Concepts
We develop an online algorithm called Component Hedge for learning structured concept classes when the loss of a structured concept sums over its components. Example classes inclu...
Wouter M. Koolen, Manfred K. Warmuth, Jyrki Kivine...
ICML
2005
IEEE
14 years 11 months ago
Hedged learning: regret-minimization with learning experts
In non-cooperative multi-agent situations, there cannot exist a globally optimal, yet opponent-independent learning algorithm. Regret-minimization over a set of strategies optimiz...
Yu-Han Chang, Leslie Pack Kaelbling
ICML
2009
IEEE
13 years 8 months ago
Learning prediction suffix trees with Winnow
Nikolaos Karampatziakis, Dexter Kozen