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» Hedging predictions in machine learning
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CORR
2006
Springer
87views Education» more  CORR 2006»
15 years 2 months ago
Hedging predictions in machine learning
Alexander Gammerman, Vladimir Vovk
124
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COLT
2010
Springer
15 years 5 days 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...
89
Voted
ICML
2005
IEEE
16 years 3 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
93
Voted
ICML
2009
IEEE
14 years 12 months ago
Learning prediction suffix trees with Winnow
Nikolaos Karampatziakis, Dexter Kozen
91
Voted
ALT
2006
Springer
15 years 11 months ago
Is There an Elegant Universal Theory of Prediction?
Shane Legg