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Titlebook: Computational Learning Theory; 15th Annual Conferen Jyrki Kivinen,Robert H. Sloan Conference proceedings 2002 Springer-Verlag Berlin Heidel

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Some Local Measures of Complexity of Convex Hulls and Generalization Boundsbounds on generalization error in terms of localized Rademacher complexities. This allows us to prove new results about generalization performance for convex hulls in terms of characteristics of the base class. As a byproduct, we obtain a simple proof of some of the known bounds on the entropy of convex hulls.
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,Organisationen als konfliktäre Systeme, limit (this assumption is more radical and stronger than Solomonoff’s). Then we replace . by the novel Speed Prior ., under which the cumulative a priori probability of all data whose computation through an optimal algorithm requires more than .(.) resources is 1/.. We show that the Speed Prior all
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0302-9743 Overview: Includes supplementary material: 978-3-540-43836-6978-3-540-45435-9Series ISSN 0302-9743 Series E-ISSN 1611-3349
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https://doi.org/10.1007/978-3-322-87972-1that for many non-mixable games .(.) still converges to 1. The condition .(.) → 1 is shown to imply the existence of weak predictive complexity and it is proved that many games specify complexity up to √..
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