Titlebook: Machine Learning: ECML 2002; 13th European Confer Tapio Elomaa,Heikki Mannila,Hannu Toivonen Conference proceedings 2002 Springer-Verlag Be

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Eyke Hüllermeiertheoretical understanding.Includes supplementary material: Over last decades low-dimensional materials are in focus of physics and chemistry as well as of material and other natural sciences. Like Vitaly Ginzburg has foreseen 30 years ago, low dimensionality offers physical phenomena and properties

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Tony Kr°akenes,Ole Martin Halcka republican self-understanding of constitutional patriotism’ (1990, p. 217). As is well known, the republican tradition originated in Italy, or at least in the city-republics of the centre north of the country. This holds true whether its origins, following John Pocock’s account (1975), are traced

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Convergent Gradient Ascent in General-Sum Games. We address the drawbacks in convergence properties of these algorithms, and propose a more accurate version of WoLF-IGA that is guaranteed to converge to Nash Equilibrium policies in self-play (or against an IGA learner). We also present a control theoretic interpretation of variable learning rate

Chameleon

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Variational Extensions to EM and Multinomial PCAr instance suited to analyzing sets of documents. Methods include non-negative matrix factorization, probabilistic latent semantic analysis, and latent Dirichlet allocation. This paper begins with a review of the basic theory of the variational extension to the expectation-maximization algorithm, an

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Learning and Inference for Clause Identificationearned local classifiers. The best decomposition of a sentence into clauses is chosen using a dynamic programming based scheme that takes into account previously identified partial solutions. This inference scheme applies learning at several levels—when identifying potential clauses and when scoring

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An Empirical Study of Encoding Schemes and Search Strategies in Discovering Causal Networksallace et al. [.] has demonstrated its ability in discovering . from data. To explore the ways to improve efficiency, this research examines three different encoding schemes and four searching strategies. The experimental results reveal that (1) specifying parents encoding method is the best among t