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» Hedging predictions in machine learning
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CORR
2006
Springer
87views Education» more  CORR 2006»
15 years 4 months ago
Hedging predictions in machine learning
Alexander Gammerman, Vladimir Vovk
COLT
2010
Springer
15 years 2 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...
123
Voted
ICML
2005
IEEE
16 years 5 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
117
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ICML
2009
IEEE
15 years 2 months ago
Learning prediction suffix trees with Winnow
Nikolaos Karampatziakis, Dexter Kozen
114
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ALT
2006
Springer
16 years 1 months ago
Is There an Elegant Universal Theory of Prediction?
Shane Legg