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SPOT:An Active Learning Algorithm for Efficient Deep Neural Network Training

Luyang Fang Cheng Meng Lin Zhao Tao Wang Tianming Liu Wenxuan Zhong Ping Ma

大数据挖掘与分析（英文版）2025，Vol.8Issue(5)：1060-1074,15.

大数据挖掘与分析（英文版）2025，Vol.8Issue(5)：1060-1074,15.DOI:10.26599/BDMA.2025.9020011

SPOT:An Active Learning Algorithm for Efficient Deep Neural Network Training

Luyang Fang ¹Cheng Meng ²Lin Zhao ³Tao Wang ¹Tianming Liu ³Wenxuan Zhong ¹Ping Ma¹

作者信息

1. Department of Statistics,University of Georgia,Athens,GA 30602,USA
2. Institute of Statistics and Big Data,Renmin University of China,Beijing 100080,China
3. Department of Computer Science,University of Georgia,Athens,GA 30602,USA
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摘要

关键词

Active Learning(AL)/Optimal Transport(OT)/SPace-filling(SP)/sampling/deep learning

Key words

Active Learning(AL)/Optimal Transport(OT)/SPace-filling(SP)/sampling/deep learning

引用本文复制引用

Luyang Fang,Cheng Meng,Lin Zhao,Tao Wang,Tianming Liu,Wenxuan Zhong,Ping Ma..SPOT:An Active Learning Algorithm for Efficient Deep Neural Network Training[J].大数据挖掘与分析（英文版）,2025,8(5):1060-1074,15.

基金项目

This work was supported by the U.S.National Science Foundation(Nos.DMS-1925066,DMS-1903226,DMS-2124493,DMS-2311297,DMS-2319279,and DMS-2318809)and the National Institutes of Health(No.NIHR01GM152814). （Nos.DMS-1925066,DMS-1903226,DMS-2124493,DMS-2311297,DMS-2319279,and DMS-2318809）

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