BriefGPT.xyz
Dec, 2021
稳定的共形预测集
Stable Conformal Prediction Sets
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Eugene Ndiaye
TL;DR
本论文将CP技术与经典算法稳定性界限相结合,提出了一种置信区间集合,可用单一模型拟合计算,并证明了该方法能够保证精度,避免了数据分割的需求,成功解决了传统方法无法处理连续未知变量y_n+1的瓶颈问题。
Abstract
When one observes a sequence of variables $(x_1, y_1), ..., (x_n, y_n)$,
conformal prediction
is a methodology that allows to estimate a
confidence set
for $y_{n+1}$ given $x_{n+1}$ by merely assuming that the di
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