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Titlebook: Machine Learning and Knowledge Discovery in Databases; European Conference, Annalisa Appice,Pedro Pereira Rodrigues,Carlos Soa Conference p

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楼主: HAG
发表于 2025-3-23 10:36:49 | 显示全部楼层
Non-parametric Jensen-Shannon Divergencerom data without the need for estimation. Moreover, empirical evaluation shows that our method performs very well in detecting differences between distributions, outperforming the state of the art in both statistical power and efficiency for a wide range of tasks.
发表于 2025-3-23 14:57:33 | 显示全部楼层
Swap Randomization of Bases of Sequences for Mining Satellite Image Times Seriessing an entropy-based measure, the locations obtained on the actual dataset and a single swap randomized dataset are compared. The potential and generality of the proposed approach is evidenced by experiments on both optical and radar SITS.
发表于 2025-3-23 20:38:29 | 显示全部楼层
Fast Training of Support Vector Machines for Survival Analysisover existing training algorithms, which fail due to their inherently high time and space complexities when applied to large datasets. We validate the proposed survival models on 6 real-world datasets, and show that pure ranking-based approaches outperform regression and hybrid models.
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Dyad Ranking Using A Bilinear Plackett-Luce Modele an extension of an existing label ranking method based on the Plackett-Luce model, a statistical model for rank data. Moreover, we present first experimental results confirming the usefulness of the additional information provided by the feature description of alternatives.
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