Titlebook: Machine Learning and Knowledge Discovery in Databases; European Conference, Hendrik Blockeel,Kristian Kersting,Filip ?elezny Conference pro

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Lecture Notes in Computer Sciencehttp://image.papertrans.cn/m/image/620518.jpg

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978-3-642-40993-6Springer-Verlag Berlin Heidelberg 2013

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Machine Learning and Knowledge Discovery in Databases978-3-642-40994-3Series ISSN 0302-9743 Series E-ISSN 1611-3349

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The Stochastic Gradient Descent for the Primal L1-SVM Optimization Revisitedilable an upper bound on the relative accuracy achieved which provides a meaningful stopping criterion. In addition, we propose a mechanism of presenting the same pattern repeatedly to the algorithm which maintains the above properties. Finally, we give experimental evidence that algorithms construc

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Identifiability of Model Properties in Over-Parameterized Model Classes the identification of temporal logic properties of probabilistic automata learned from sequence data, the identification of causal dependencies in probabilistic graphical models, and the transfer of probabilistic relational models to new domains.

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