论文标题

多标签排名中的持怀疑态度推断,具有一组概率

Skeptical inferences in multi-label ranking with sets of probabilities

论文作者

Alarcón, Yonatan Carlos Carranza, Nguyen, Vu-Linh

论文摘要

在本文中,我们考虑了对多标签排名问题进行​​怀疑推论的问题。我们假设我们的不确定性是由一组概率集(即信用集)描述的,该概率在标签集上定义。因此,我们没有学习单身预测(或在标签上完整的排名),而是根据包括完整排名的设定值预测来寻求怀疑的推论。

In this paper, we consider the problem of making skeptical inferences for the multi-label ranking problem. We assume that our uncertainty is described by a convex set of probabilities (i.e. a credal set), defined over the set of labels. Instead of learning a singleton prediction (or, a completed ranking over the labels), we thus seek for skeptical inferences in terms of set-valued predictions consisting of completed rankings.

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