A classifier-assisted evolutionary algorithm with knowledge transfer for expensive multitasking problems

Abstract Surrogate-assisted evolutionary algorithms provide an effective means for complex and computationally expensive optimization problems. However, due to the scarcity of training samples, the prediction accuracy of frequently-used regression surrogate models can hardly be guaranteed as the dif...

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Bibliographic Details
Main Authors: Min Hu, Zhigang Ren, Zhirui Cao, Yifeng Guo, Haitao Sun, Hongyao Zhou, Yu Guo
Format: Article
Language:English
Published: Springer 2025-05-01
Series:Complex & Intelligent Systems
Subjects:
Online Access:https://doi.org/10.1007/s40747-025-01908-7
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