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Scale-Adaptive Subspace-Based Multiform Optimization for Large-Scale Optimization Problems

Yiqiao Cai Xiaoxuan Zhu Chunxiang Song Zongwen Fan Peizhong Liu Raymond Chiong

清华大学学报自然科学版（英文版）2026，Vol.31Issue(1)：59-83,25.

清华大学学报自然科学版（英文版）2026，Vol.31Issue(1)：59-83,25.DOI:10.26599/TST.2024.9010116

Scale-Adaptive Subspace-Based Multiform Optimization for Large-Scale Optimization Problems

Yiqiao Cai ¹Xiaoxuan Zhu ¹Chunxiang Song ¹Zongwen Fan ¹Peizhong Liu ²Raymond Chiong³

作者信息

1. College of Computer Science and Technology,Huaqiao University,Xiamen 361021,China||Xiamen Key Laboratory of Data Security and Blockchain Technology,Xiamen 361020,China
2. College of Engineering,Huaqiao University,Quanzhou 362000,China
3. School of Science and Technology,University of New England,Parramatta 2150,Australia||School of Information and Physical Sciences,University of Newcastle,Callaghan 2308,Australia
折叠

摘要

关键词

large-scale optimization/multiform optimization/scale-adaptive subspaces/scale-adaptive switch strategy(SASS)/training set construction strategy/multitasking

Key words

large-scale optimization/multiform optimization/scale-adaptive subspaces/scale-adaptive switch strategy(SASS)/training set construction strategy/multitasking

引用本文复制引用

Yiqiao Cai,Xiaoxuan Zhu,Chunxiang Song,Zongwen Fan,Peizhong Liu,Raymond Chiong..Scale-Adaptive Subspace-Based Multiform Optimization for Large-Scale Optimization Problems[J].清华大学学报自然科学版（英文版）,2026,31(1):59-83,25.

基金项目

This work was supported in part by the Natural Science Foundation of Fujian Province of China(No.2021J01318),the Fujian Provincial Science and Technology Major Project(No.2020HZ02014),and the Quanzhou Science and Technology Major Project(No.2021GZ1). （No.2021J01318）

清华大学学报自然科学版（英文版）

ISSN：1007-0214

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