A Comprehensive Survey on Transfer Learning

@article{Zhuang2021ACS,
  title={A Comprehensive Survey on Transfer Learning},
  author={Fuzhen Zhuang and Zhiyuan Qi and Keyu Duan and Dongbo Xi and Yongchun Zhu and H. Zhu and Hui Xiong and Q. He},
  journal={Proceedings of the IEEE},
  year={2021},
  volume={109},
  pages={43-76}
}
Transfer learning aims at improving the performance of target learners on target domains by transferring the knowledge contained in different but related source domains. In this way, the dependence on a large number of target-domain data can be reduced for constructing target learners. Due to the wide application prospects, transfer learning has become a popular and promising area in machine learning. Although there are already some valuable and impressive surveys on transfer learning, these… Expand
134 Citations
Transfer Learning in Magnetic Resonance Brain Imaging: a Systematic Review
  • PDF
A Decade Survey of Transfer Learning (2010–2020)
  • 1
Mutual Transfer Learning for Massive Data
  • PDF
Deep Subdomain Adaptation Network for Image Classification
  • 10
  • PDF
Credal Transfer Learning With Multi-Estimation for Missing Data
  • PDF
Measuring and Harnessing Transference in Multi-Task Learning
  • 1
  • PDF
Large Dimensional Analysis and Improvement of Multi Task Learning
  • 1
  • PDF
EasyTransfer - A Simple and Scalable Deep Transfer Learning Platform for NLP Applications
  • PDF
Learning causal representations for robust domain adaptation
  • PDF
...
1
2
3
4
5
...

References

SHOWING 1-10 OF 224 REFERENCES
A survey on heterogeneous transfer learning
  • 80
  • Highly Influential
Boosting for transfer learning with multiple sources
  • Yi Yao, Gianfranco Doretto
  • Computer Science
  • 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition
  • 2010
  • 295
  • Highly Influential
  • PDF
Transfer learning using computational intelligence: A survey
  • 370
  • PDF
OTL: A Framework of Online Transfer Learning
  • 90
  • PDF
Dual Transfer Learning
  • 46
  • PDF
A Survey on Transfer Learning
  • 10,205
  • Highly Influential
  • PDF
Heterogeneous Transfer Learning for Image Classification
  • 247
  • PDF
Knowledge transfer via multiple model local structure mapping
  • 282
  • PDF
Balanced Distribution Adaptation for Transfer Learning
  • 153
  • Highly Influential
  • PDF
A Minimax Game for Instance based Selective Transfer Learning
  • 11
...
1
2
3
4
5
...