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Titlebook: Computational Learning Theory; 14th Annual Conferen David Helmbold,Bob Williamson Conference proceedings 2001 Springer-Verlag Berlin Heidel

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Discrete Prediction Games with Arbitrary Feedback and Loss (Extended Abstract),constructively, that is when the loss and feedback functions satisfya certain condition, we present an algorithm that generates predictions with the claimed performance; otherwise we show a sequence that no algorithm can predict without incurring a linear regret with probability at least 1/2.
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https://doi.org/10.1007/978-3-658-03986-8 these networks is superlinear as well, and they yield lower bounds even when the input dimension is fixed. The methods developed here appear suitable for obtaining similar results for other kernel-based function classes.
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Ulrich Pätzold,Horst Röper,Helmut Volpers We then discuss a specific online algorithm that seeks a set of prototypes which have a small norm. The resulting algorithm, which we term MIRA (for Margin Infused Relaxed Algorithm) is ultraconservative as well. We derive mistake bounds for all the algorithms and provide further analysis of MIRA u
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The Sequential Analysis of Survival Data opponent’s actions. This paper presents an extension of these ideas to problems with Markovian dynamics, under appropriate recurrence conditions. The Bayes envelope is first defined in a natural way in terms of the observed state action frequencies. As this envelope may not be attained in general,
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Der vergesellschaftete Kapitalismus,es — such as the identification of “hostile” contributors and their data — are brought to light by the Open Mind Initiative, where data is openly contributed over the World Wide Web by non-experts of varying reliabilities. This paper states generalizations of formal results on the relative value of
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Peter Gerjets,Rainer Westermannconstructively, that is when the loss and feedback functions satisfya certain condition, we present an algorithm that generates predictions with the claimed performance; otherwise we show a sequence that no algorithm can predict without incurring a linear regret with probability at least 1/2.
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