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Titlebook: Algorithmic Learning Theory; 10th International C Osamu Watanabe,Takashi Yokomori Conference proceedings 1999 Springer-Verlag Berlin Heidel

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Theoretical Views of Boosting and Applicationsey theoretical work on boosting including analyses of AdaBoost’s training error and generalization error, connections between boosting and game theory, methods of estimating probabilities using boosting, and extensions of AdaBoost for multiclass classification problems. Some empirical work and applications are also described.
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Algorithmic Learning Theory978-3-540-46769-4Series ISSN 0302-9743 Series E-ISSN 1611-3349
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https://doi.org/10.1007/978-3-8349-6615-5exity (ESC), which is an extension of Rissanen’s stochastic complexity (SC) into the decision-theoretic scenario. We further derive non-asymptotical upper bounds on the minimax RCL both for parametric and nonparametric hypothesis classes. We apply the analysis into the regression problem to derive t
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Tailoring Representations to Different Requirementsthe criteria is too difficult a task. Instead, we design families of representations, where each family member is well suited for a particular set of requirements, and implement transformations between the representations. In this paper, we discuss a representation family of Horn logic. Work on tail
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Extended Stochastic Complexity and Minimax Relative Loss Analysisexity (ESC), which is an extension of Rissanen’s stochastic complexity (SC) into the decision-theoretic scenario. We further derive non-asymptotical upper bounds on the minimax RCL both for parametric and nonparametric hypothesis classes. We apply the analysis into the regression problem to derive t
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J.C. van der Stelchaften erlauben. Sozialpsychologische Theorien heben hervor, dass soziale Bewertungen nicht unabhängig von der sozialen Einbettung z. B. in transitive Triaden erfolgen und dass dadurch Dyaden, für die man die Chancen auf einen Kontakt statistisch schätzt, innerhalb eines Netzwerkes nicht unabhängig
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field compu­ tation are, at best, unable to accommodate the very wide variety of configura­ tions in which fields must be computed. On the other hand, numerical methods can accommodate many practical configurations that analytical methods cannot. With the advent of high-speed digital computers, nume
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