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Titlebook: Advances in Intelligent Data Analysis XXII; 22nd International S Ioanna Miliou,Nico Piatkowski,Panagiotis Papapetro Conference proceedings

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https://doi.org/10.1007/978-1-349-19471-1mportant applications. In some real-world applications, feedback about a decision is delayed and may arrive via partial rewards that are observed with different delays. Motivated by such scenarios, we propose a novel problem formulation called multi-armed bandits with generalized temporally-partitio
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Michelle M. Collins,Aimee K. Ryanon of concept drift in the streaming context usually assuming that consecutive data points are independent of each other. To generalize to dependent data, many authors link the notion of concept drift to time series. In this work, we show that the temporal dependencies are strongly influencing the s
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Clause Structure in South Asian Languagese problem of dyadic fairness where the task at hand is edge prediction, and the population of interest (nodes) is divided into a protected and a non-protected group, e.g. men and women. The goal is then to ensure that there should be no statistically significant difference in the prediction outcomes
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https://doi.org/10.1007/978-3-642-58274-5e or even higher downstream performance. The goal is to pre-train deep neural networks on a self-supervised task, making them able to extract meaningful features from raw input data afterwards. Previously, autoencoders and Siamese networks have been successfully employed as feature extractors for ta
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,Einführung und Forschungsabsicht,ph isomorphism test algorithm. To enhance their expressiveness one can incorporate complex structural information as attributes of the nodes in input graphs. However, this typically demands significant human effort and specialised domain knowledge. We demonstrate the feasibility of automatically ext
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