Directional combination learning for multitask optimization

• Develop a directional learning (DL) strategy to extract the directional knowledge. • Design a combination learning (CL) strategy to achieve the superiority combination. • Illustrate the advantages in solving multitask and many-task optimization problems.

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Publication Details

Journal
Expert Systems with Applications
Published
2026-05-27
DOI
https://doi.org/10.1016/j.eswa.2026.132878
Primary Topic
Face and Expression Recognition
Type
article
Field-Weighted Citation Impact
0.00

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article

Directional combination learning for multitask optimization

Li-Ying Su, Zijia Wang, Sam Kwong, Zhi-Hui Zhan et al.
Expert Systems with Applications
Face and Expression Recognition
article

Directional combination learning for multitask optimization

Li-Ying Su, Zijia Wang, Sam Kwong, Zhi-Hui Zhan, Jun Zhang, Chang-Long Wang
article en

Abstract

• Develop a directional learning (DL) strategy to extract the directional knowledge. • Design a combination learning (CL) strategy to achieve the superiority combination. • Illustrate the advantages in solving multitask and many-task optimization problems.

Expert Systems with ApplicationsVol. 329
Lingnan University (HK), Nankai University (CN), Guangzhou University (CN), Hanyang University (KR)
Natural Science Foundation of Guangdong Province
Openalex Percentile: Top 5%
Face and Expression Recognition
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