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Conformal e-prediction

delete2025-06-09
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V
Vladimir Vovk
DOI：10.1016/j.patcog.2025.111674delete
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摘要

摘要

En 中文
本文讨论了e值的一致性预测的对等概念——一致性e预测。一致性e预测在概念上更为简单，并在20世纪90年代作为一致性预测的前身被开发出来。当一致性预测因用p值替代e值而产生时，它似乎相较于一致性e预测具有明显优势且无明显劣势。本文从现代视角系统地重新审视了一致性预测与一致性e预测之间的关系。一致性e预测具有自身优势，例如易于设计条件一致性e预测器，以及交叉一致性e预测器的有效性得到保证（而交叉一致性预测器的有效性仅是经验事实，可能因过度随机化而失效）。即便在一致性预测具有明显优势的领域，一致性e预测也常常能或多或少地模拟这些优势。
Keyword:
Conformal e-prediction
Cross-conformal e-prediction
e-value
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期刊

Pattern Recognition 封面图
Pattern Recognition
IF:
7.6
论文数:
1.3W
被引数:
4.5W

机构

R
Royal Holloway University London
学者数:
2.8K
论文数: 2.2K
被引数: 47
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