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Optimality of Universal Prediction for General Loss and Alphabet

. Istituto Dalle Molle di Studi sull'Intelligenza Artificiale, Manno (Lugano), CH, (2002)

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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)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).Fitness Uniform Deletion for Robust Optimization, and . Proc. Genetic and Evolutionary Computation Conference (GECCO'05), page 1271--1278. Washington, OR, ACM SigEvo, (2005)Distribution of Mutual Information. Advances in Neural Information Processing Systems 14, page 399--406. Cambridge, MA, MIT Press, (2002)Universal Convergence of Semimeasures on Individual Random Sequences, and . Proc. 15th International Conf. on Algorithmic Learning Theory (ALT'04), volume 3244 of LNAI, page 234--248. Padova, Springer, Berlin, (2004)