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Uncertainty calibration for latent-variable regression models

delete2026-03-19
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OA
AI
Z
Zina-Sabrina Duma *
O
Otto Lamminpää
J
Jouni Susiluoto
H
Heikki Haario
T
Ting Zheng
T
Tuomas Sihvonen
A
Amy Braverman
P
Philip A. Townsend
S
Satu-Pia Reinikainen
DOI：10.1016/j.chemolab.2026.105711delete
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摘要

摘要

En 中文
• 基于LV、受共形启发的PCR/PLS及核变体的不确定性校准。 • 提供具有接近标称覆盖率的样本特定预测区间。 • 使用LV离散化和方差加权分位数来确定区间大小。 • 在合成数据、近红外玉米、土壤湿度及机载植物性状数据上进行了验证。
Keyword:
Uncertainty calibration
Prediction confidence
Kernel methods
Multivariate regression
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期刊

Chemometrics and Intelligent Laboratory Systems 封面图
Chemometrics and Intelligent Laboratory Systems
IF:
3.8
论文数:
4.6K
被引数:
1.2W

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