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Learning to Match Distributions for Domain Adaptation

Jul 27, 2020
Chaohui Yu, Jindong Wang, Chang Liu, Tao Qin, Renjun Xu, Wenjie Feng, Yiqiang Chen, Tie-Yan Liu

* Preprint. 20 Pages. Code available at https://github.com/jindongwang/transferlearning/tree/master/code/deep/Learning-to-Match 

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FOCUS: Dealing with Label Quality Disparity in Federated Learning

Jan 29, 2020
Yiqiang Chen, Xiaodong Yang, Xin Qin, Han Yu, Biao Chen, Zhiqi Shen

* 7 pages 

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Transfer Learning with Dynamic Adversarial Adaptation Network

Sep 18, 2019
Chaohui Yu, Jindong Wang, Yiqiang Chen, Meiyu Huang

* ICDM 2019 long paper (9.08% acceptance rate); 9 pages; code available at http://transferlearning.xyz 

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Transfer Learning with Dynamic Distribution Adaptation

Sep 17, 2019
Jindong Wang, Yiqiang Chen, Wenjie Feng, Han Yu, Meiyu Huang, Qiang Yang

* ACM Transactions on Intelligent Systems and Technology (ACM TIST) 2019 
* Accepted to ACM Transactions on Intelligent Systems and Technology (ACM TIST) 2019, 25 pages. arXiv admin note: text overlap with arXiv:1807.07258 

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FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare

Jul 22, 2019
Yiqiang Chen, Jindong Wang, Chaohui Yu, Wen Gao, Xin Qin

* IJCAI-19 Workshop on Federated Machine Learning for User Privacy and Data Confidentiality (IJCAI (FML)) 2019 

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A Mobile Cloud Collaboration Fall Detection System Based on Ensemble Learning

Jul 05, 2019
Tong Wu, Yang Gu, Yiqiang Chen, Yunlong Xiao, Jiwei Wang

* 7 pages 

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Easy Transfer Learning By Exploiting Intra-domain Structures

Apr 10, 2019
Jindong Wang, Yiqiang Chen, Han Yu, Meiyu Huang, Qiang Yang

* Camera-ready version of IEEE International Conference on Multimedia and Expo (ICME) 2019; code available at http://transferlearning.xyz/code/traditional/EasyTL 

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Accelerating Deep Unsupervised Domain Adaptation with Transfer Channel Pruning

Mar 25, 2019
Chaohui Yu, Jindong Wang, Yiqiang Chen, Zijing Wu

* Accepted by International Joint Conference on Neural Networks (IJCNN) 2019; 8 pages 

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Deep Transfer Learning for Cross-domain Activity Recognition

Aug 19, 2018
Jindong Wang, Vincent W. Zheng, Yiqiang Chen, Meiyu Huang

* ICCSE 2018 best paper; 8 pages 

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Visual Domain Adaptation with Manifold Embedded Distribution Alignment

Jul 28, 2018
Jindong Wang, Wenjie Feng, Yiqiang Chen, Han Yu, Meiyu Huang, Philip S. Yu

* ACM Multimedia conference 2018 (ACM MM) ORAL paper; top 10 papers; 9 pages; code available at http://transferlearning.xyz 

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Balanced Distribution Adaptation for Transfer Learning

Jul 02, 2018
Jindong Wang, Yiqiang Chen, Shuji Hao, Wenjie Feng, Zhiqi Shen

* ICDM 2017 

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Cross-position Activity Recognition with Stratified Transfer Learning

Jun 26, 2018
Yiqiang Chen, Jindong Wang, Meiyu Huang, Han Yu

* An extension of our PerCom 18 paper arXiv:1801.00820; submit to PMC journal (Pervasive and Mobile Computing); 22 pages 

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Stratified Transfer Learning for Cross-domain Activity Recognition

Dec 25, 2017
Jindong Wang, Yiqiang Chen, Lisha Hu, Xiaohui Peng, Philip S. Yu

* 10 pages; accepted by IEEE PerCom 2018; full paper. (camera-ready version) 

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Deep Learning for Sensor-based Activity Recognition: A Survey

Dec 14, 2017
Jindong Wang, Yiqiang Chen, Shuji Hao, Xiaohui Peng, Lisha Hu

* 10 pages, 2 figures, and 5 tables; submitted to Pattern Recognition Letters (second revision) 

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