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IEEE TNNLS

IEEE Transactions on Neural Networks and Learning Systems · 期刊 · Machine Learning

2026-02-20 至 2026-02-20 共收录 1
2602.17028 2026-02-20 cs.LG cs.AI

Forecasting Anomaly Precursors via Uncertainty-Aware Time-Series Ensembles

通过不确定性感知的时间序列集成预测异常前兆

Hyeongwon Kang, Jinwoo Park, Seunghun Han, Pilsung Kang

机构 * Department of Industrial & Management Engineering, Korea University(韩国大学工业与管理工程系) Department of Industrial Engineering, Seoul National University(首尔国立大学工业工程系) LG CNS

AI总结 FATE通过不确定性感知的时间序列集成方法,有效检测异常前兆,无需异常标签,在多个数据集上取得显著提升。

Comments This manuscript contains 14 pages and 8 figures. It is currently under review at IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

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