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May, 2024
无监督领域转移下的最优预测区间聚合
Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift
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Jiawei Ge, Debarghya Mukherjee, Jianqing Fan
TL;DR
我们提出了一种在无监督域偏移下聚合预测区间的方法,该方法能够获得宽度较小且覆盖目标域的预测区间,其计算效率高并易于实现。
Abstract
As
machine learning models
are increasingly deployed in dynamic environments, it becomes paramount to assess and quantify uncertainties associated with
distribution shifts
. A distribution shift occurs when the un
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