Publications

[Conference papers] [Journal papers]

Books

    1. Introduction to Transfer Learning
      Jindong Wang , and Yiqiang Chen
      2021

              Conference papers

              2022

              1. ICASSP
                Local and global alignments for generalizable sensor-based human activity recognition
                Wang Lu, Jindong Wang# , and Yiqiang Chen
                IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2022
              2. ICSE
                ReMoS: Reducing Defect Inheritance in Transfer Learning via Relevant Model Slicing
                Ziqi Zhang, Yuanchun Li, Jindong Wang , Bingyan Liu, Ding Li, Xiangqun Chen, Yao Guo, and Yunxin Liu
                44th International Conference on Software Engineering (ICSE) 2022

              2021

              1. NeurIPS
                Flexmatch: Boosting semi-supervised learning with curriculum pseudo labeling
                Bowen Zhang, Yidong Wang, Wenxin Hou, Hao Wu, Jindong Wang# , Manabu Okumura, and Takahiro Shinozaki
                Advances in Neural Information Processing Systems (NeurIPS) 2021
              2. NeurIPS
                Learning causal semantic representation for out-of-distribution prediction
                Chang Liu, Xinwei Sun, Jindong Wang , Haoyue Tang, Tao Li, Tao Qin, Wei Chen, and Tie-Yan Liu
                Thirty-Fifth Conference on Neural Information Processing Systems (NeurIPS) 2021
              3. CIKM
                Adarnn: Adaptive learning and forecasting of time series
                Yuntao Du, Jindong Wang# , Wenjie Feng, Sinno Pan, Tao Qin, Renjun Xu, and Chongjun Wang
                The 30th ACM International Conference on Information & Knowledge Management (CIKM) 2021
              4. Interspeech
                Cross-domain Speech Recognition with Unsupervised Character-level Distribution Matching
                Wenxin Hou, Jindong Wang# , Xu Tan, Tao Qin, and Takahiro Shinozaki
                Interspeech 2021
              5. IJCAI
                Generalizing to Unseen Domains: A Survey on Domain Generalization
                Jindong Wang , Cuiling Lan, Chang Liu, Yidong Ouyang, Wenjun Zeng, and Tao Qin
                International Joint Conference on Artificial Intelligence (IJCAI) 2021
              6. ICASSP
                MixSpeech: Data Augmentation for Low-resource Automatic Speech Recognition
                Linghui Meng, Jin Xu, Xu Tan, Jindong Wang , Tao Qin, and Bo Xu
                IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2021

              2020

              1. IJCAI
                Joint Partial Optimal Transport for Open Set Domain Adaptation.
                Renjun Xu, Pelen Liu, Yin Zhang, Fang Cai, Jindong Wang , Shuoying Liang, Heting Ying, and Jianwei Yin
                International Joint Conference on Artificial Intelligence (IJCAI) 2020
              2. CVPR
                Reliable weighted optimal transport for unsupervised domain adaptation
                Renjun Xu, Pelen Liu, Liyan Wang, Chao Chen, andJindong Wang#
                Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2020

              2019

              1. UbiComp
                Cross-dataset activity recognition via adaptive spatial-temporal transfer learning
                Xin Qin, Yiqiang Chen, Jindong Wang , and Chaohui Yu
                Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2019
              2. ICDM
                Transfer learning with dynamic adversarial adaptation network
                Chaohui Yu, Jindong Wang , Yiqiang Chen, and Meiyu Huang
                2019 IEEE International Conference on Data Mining (ICDM) 2019
              3. UIC
                DrowsyDet: A Mobile Application for Real-time Driver Drowsiness Detection
                Chaohui Yu, Xin Qin, Yiqiang Chen, Jindong Wang , and Chenchen Fan
                Ubiquitous Intelligence Computing 2019
              4. ICME
                Easy transfer learning by exploiting intra-domain structures
                Jindong Wang , Yiqiang Chen, Han Yu, Meiyu Huang, and Qiang Yang
                2019 IEEE International Conference on Multimedia and Expo (ICME) 2019
              5. IJCNN
                Accelerating deep unsupervised domain adaptation with transfer channel pruning
                Chaohui Yu, Jindong Wang , Yiqiang Chen, and Zijing Wu
                2019 International Joint Conference on Neural Networks (IJCNN) 2019

              2018

              1. ACMMM
                Visual domain adaptation with manifold embedded distribution alignment
                Jindong Wang , Wenjie Feng, Yiqiang Chen, Han Yu, Meiyu Huang, and Philip S Yu
                The 26th ACM international conference on Multimedia 2018 (300+ citations; 2nd most cited paper in MM’18)
              2. ICCSE
                Deep transfer learning for cross-domain activity recognition
                Jindong Wang , Vincent W Zheng, Yiqiang Chen, and Meiyu Huang
                proceedings of the 3rd International Conference on Crowd Science and Engineering 2018
              3. PerCom
                Stratified transfer learning for cross-domain activity recognition
                Jindong Wang , Yiqiang Chen, Lisha Hu, Xiaohui Peng, and S Yu Philip
                2018 IEEE international conference on pervasive computing and communications (PerCom) 2018

              2017

              1. ICDM
                Balanced distribution adaptation for transfer learning
                Jindong Wang , Yiqiang Chen, Shuji Hao, Wenjie Feng, and Zhiqi Shen
                2017 IEEE international conference on data mining (ICDM) 2017 (300+ citations; most cited paper in ICDM’17)

              2016

              1. UbiComp
                Ocean: A new opportunistic computing model for wearable activity recognition
                Yiqiang Chen, Yang Gu, Xinlong Jiang, andJindong Wang#
                Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct 2016
              2. UIC
                Less annotation on personalized activity recognition using context data
                Lisha Hu, Yiqiang Chen, Shuangquan Wang, Jindong Wang , Jianfei Shen, Xinlong Jiang, and Zhiqi Shen
                2016 Intl IEEE Conferences on Ubiquitous Intelligence Computing (UIC) 2016

              Journal papers

              2022

              1. IMWUT
                Semantic-Discriminative Mixup for Generalizable Sensor-based Cross-domain Activity Recognition
                Wang Lu, Jindong Wang# , Yiqiang Chen, Sinno Pan, Chunyu Hu, and Xin Qin
                Proceedings of the ACM on Interactive, Mobile, Wearable, and Ubiquitous Technologies 2022
              2. TKDE
                Adaptive Memory Networks with Self-supervised Learning for Unsupervised Anomaly Detection
                Yuxin Zhang, Jindong Wang# , Yiqiang Chen, Han Yu, and Tao Qin
                IEEE Transactions on Knowledge and Data Engineering (TKDE) 2022
              3. TASLP
                Exploiting Adapters for Cross-lingual Low-resource Speech Recognition
                Wenxin Hou, Han Zhu, Yidong Wang, Jindong Wang# , Tao Qin, Renjun Xu, and Takahiro Shinozaki
                IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP) 2022

              2021

              1. TKDE
                Unsupervised deep anomaly detection for multi-sensor time-series signals
                Yuxin Zhang, Yiqiang Chen, Jindong Wang# , and Zhiwen Pan
                IEEE Transactions on Knowledge and Data Engineering (TKDE) 2021
              2. NeuCom
                Cross-domain activity recognition via substructural optimal transport
                Wang Lu, Yiqiang Chen, Jindong Wang , and Xin Qin
                Neurocomputing 2021

              2020

              1. TNNLS
                Deep subdomain adaptation network for image classification
                Yongchun Zhu, Fuzhen Zhuang, Jindong Wang , Guolin Ke, Jingwu Chen, Jiang Bian, Hui Xiong, and Qing He
                IEEE transactions on neural networks and learning systems 2020
              2. Fedhealth: A federated transfer learning framework for wearable healthcare
                Yiqiang Chen, Xin Qin, Jindong Wang , Chaohui Yu, and Wen Gao
                IEEE Intelligent Systems 2020
              3. TIST
                Transfer learning with dynamic distribution adaptation
                Jindong Wang , Yiqiang Chen, Wenjie Feng, Han Yu, Meiyu Huang, and Qiang Yang
                ACM Transactions on Intelligent Systems and Technology (TIST) 2020

              2019

              1. UbiComp
                Cross-dataset activity recognition via adaptive spatial-temporal transfer learning
                Xin Qin, Yiqiang Chen, Jindong Wang , and Chaohui Yu
                Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2019
              2. IJMLC
                Transfer channel pruning for compressing deep domain adaptation models
                Chaohui Yu, Jindong Wang , Yiqiang Chen, and Xin Qin
                International Journal of Machine Learning and Cybernetics 2019
              3. NeuNet
                Multi-representation adaptation network for cross-domain image classification
                Yongchun Zhu, Fuzhen Zhuang, Jindong Wang , Jingwu Chen, Zhiping Shi, Wenjuan Wu, and Qing He
                Neural Networks 2019
              4. PMC
                Cross-position activity recognition with stratified transfer learning
                Yiqiang Chen, Jindong Wang , Meiyu Huang, and Han Yu
                Pervasive and Mobile Computing 2019
              5. PRL
                Deep learning for sensor-based activity recognition: A survey
                Jindong Wang , Yiqiang Chen, Shuji Hao, Xiaohui Peng, and Lisha Hu
                Pattern Recognition Letters 2019

              2018

              1. OKRELM: online kernelized and regularized extreme learning machine for wearable-based activity recognition
                Lisha Hu, Yiqiang Chen, Jindong Wang , Chunyu Hu, and Xinlong Jiang
                International Journal of Machine Learning and Cybernetics 2018

              2017

                2016

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