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May, 2024
增加校准的一种通用后处理方法:压缩生存分布
Conformalized Survival Distributions: A Generic Post-Process to Increase Calibration
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Shi-ang Qi, Yakun Yu, Russell Greiner
TL;DR
本文介绍了一种利用合规回归方法改进模型校准而不降低判别能力的新方法,通过对11个真实数据集进行验证,展示了该方法在不同场景下的实际适用性和稳健性。
Abstract
discrimination
and
calibration
represent two important properties of
survival analysis
, with the former assessing the model's ability to a
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