Adaptive Graph Embedding with Consistency and Specificity for Domain Adaptation

This repository contains the codes of the Adaptive Graph Embedding with Consistency and Specificity for Domain Adaptation (AGE-CS). If you have any question, please feel free to contact with me (coding495@163.com).

Apart from this, I would like to introduce another repository that integrates some shallow domain adaptation methods. I hope this can help.

Code files (matlab implementation)

AGE_CS.m : the implementation of AGE-CS;

AGE.m: the implementation of Adaptive Graph Embedding (AGE), which adaptively adjust the parameters of the similarity;

demo.m: experimental demonstration on Office (surf) dataset.

Citation

S. H. Teng, Z. F. Zheng, N. Q. Wu, L. Y. Teng, and W. Zhang, “Adaptive graph embedding with consistency and specificity for domain adaptation,” IEEE/CAA J. Autom. Sinica, 2023, doi: 10.1109/JAS.2023.123318.

@article{zheng2022DA,
title={Adaptive graph embedding with consistency and specificity for domain adaptation},
author={Teng, Shaohua and Zheng, Zefeng and Wu, Naiqi and Teng, Luyao and Zhang, Wei },
journal={IEEE/CAA J. Autom. Sinica},
volume={10},
number={11},
pages={1-14},
year={2023},
note={doi: 10.1109/JAS.2023.123318},
}