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Master Algorithms for Active Experts Problems based on Increasing Loss Values

, and . Annual Machine Learning Conference of Belgium and the Netherlands (Benelearn-2005), Enschede, (2005)

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On the Possibility of Learning in Reactive Environments with Arbitrary Dependence, and . To appear in Theoretical Computer Science (accepted), (2008)Universal Learning Algorithms and Optimal Search, and . NIPS 2001 Workshop, (2002)An effective Procedure for Speeding up Algorithms. TR IDSIA-16-00-v1, cs.CC/0102018. IDSIA, Manno(Lugano), CH, (2000)A Gentle Introduction to The Universal Algorithmic Agent AIXI. Artificial General Intelligence, Springer, in press, (2006)NIPS 2002 workshop on universal learning algorithms and optimal search. Additional speakers: R. Solomonoff, P. M. B. Vitányi, N. Cesa-Bianchi, I. Nemenmann. Whistler, CA, and . (2002)Universal Learning of Repeated Matrix Games, and . Proc. 15th Annual Machine Learning Conf. of Belgium and The Netherlands (Benelearn'06), page 7--14. Ghent, (2006)Sequential Predictions based on Algorithmic Complexity. Journal of Computer and System Sciences, (2006)Robust Estimators under the Imprecise Dirichlet Model. Proceedings of the 3nd International Symposium on Imprecise Probabilities and Their Application (ISIPTA-2003), volume 18 of Proceedings in Informatics, page 274--289. Canada, Carleton Scientific, (2003)(On J. Schmidhuber's SNF grant 20-61847).Optimality of Universal Bayesian Prediction for General Loss and Alphabet. Journal of Machine Learning Research, (2003)(On J. Schmidhuber's SNF grant 20-61847).General Loss Bounds for Universal Sequence Prediction. Proceedings of the \$18^th\$ International Conference on Machine Learning (ICML-2001), page 210--217. Morgan Kaufmann, (2001)