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Titlebook: Discovery Science; 21st International C Larisa Soldatova,Joaquin Vanschoren,Michelangelo C Conference proceedings 2018 Springer Nature Swit

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Hans Schneeweiß,Klaus F. Zimmermanne chain is chosen at total random or relies on a pre-specified ordering of the labels which is expensive to compute. Moreover, the same ordering is used for every test instance, ignoring the fact that different orderings might be best suited for different test instances. We propose a new approach ba
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https://doi.org/10.1007/978-3-642-51701-3overy. Motivated by the need to succinctly describe an entire labeled dataset, rather than accurately classify the label, we propose an MDL-based supervised rule discovery task. The task concerns the discovery of a small rule list where each rule captures the probability of the Boolean target attrib
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Werner Böge,Malte Faber,Werner Güthances themselves have no labels. In this work, we propose a method that trains autoencoders for the instances in each class, and recodes each instance into a representation that captures the reproduction error for this instance. The idea behind this approach is that an autoencoder trained on only in
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https://doi.org/10.1007/978-1-349-09978-8community has developed multiple techniques to deal with these tasks. The utility-based learning framework is a generalization of cost-sensitive tasks that takes into account both costs of errors and benefits of accurate predictions. This framework has important advantages such as allowing to repres
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