| Privacy-preserving traffic flow prediction: A federated learning approach Y Liu, JQ James, J Kang, D Niyato, S Zhang IEEE Internet of Things Journal 7 (8), 7751-7763, 2020 | 474 | 2020 |
| Deep anomaly detection for time-series data in industrial IoT: A communication-efficient on-device federated learning approach Y Liu, S Garg, J Nie, Y Zhang, Z Xiong, J Kang, MS Hossain IEEE Internet of Things Journal 8 (8), 6348-6358, 2020 | 364 | 2020 |
| Federated learning for 6g communications: Challenges, methods, and future directions Y Liu, X Yuan, Z Xiong, J Kang, X Wang, D Niyato China Communications 17 (9), 105-118, 2020 | 356 | 2020 |
| A secure federated learning framework for 5G networks Y Liu, J Peng, J Kang, AM Iliyasu, D Niyato, AA Abd El-Latif IEEE Wireless Communications 27 (4), 24-31, 2020 | 247 | 2020 |
| Federated learning in the sky: Aerial-ground air quality sensing framework with UAV swarms Y Liu, J Nie, X Li, SH Ahmed, WYB Lim, C Miao IEEE Internet of Things Journal 8 (12), 9827-9837, 2020 | 141 | 2020 |
| Spatial-temporal graph attention networks: A deep learning approach for traffic forecasting C Zhang, JQ James, Y Liu IEEE Access 7, 166246-166256, 2019 | 141 | 2019 |
| Big data platform architecture under the background of financial technology: In the insurance industry as an example Y Liu, J Peng, Z Yu Proceedings of the 2018 international conference on big data engineering and …, 2018 | 121 | 2018 |
| PPGAN: Privacy-preserving Generative Adversarial Network Y Liu, J Peng, JQ James, Y Wu 2019 IEEE 25th International Conference on Parallel and Distributed Systems …, 2019 | 85 | 2019 |
| The Right to be Forgotten in Federated Learning: An Efficient Realization with Rapid Retraining Y Liu, L Xu, X Yuan, C Wang, B Li INFOCOM 2022, 2022 | 78 | 2022 |
| Dominant Data Set Selection Algorithms for Electricity Consumption Time-Series Data Analysis Based on Affine Transformation Y Wu, Y Liu, SH Ahmed, J Peng, AA Abd El-Latif IEEE Internet of Things Journal 7 (5), 4347-4360, 2019 | 76* | 2019 |
| Aggregation service for federated learning: An efficient, secure, and more resilient realization Y Zheng, S Lai, Y Liu, X Yuan, X Yi, C Wang IEEE Transactions on Dependable and Secure Computing 20 (2), 988-1001, 2022 | 75 | 2022 |
| Communication-efficient federated learning for anomaly detection in industrial internet of things Y Liu, N Kumar, Z Xiong, WYB Lim, J Kang, D Niyato GLOBECOM 2020-2020 IEEE Global Communications Conference, 1-6, 2020 | 63 | 2020 |
| Communication-efficient and cross-chain empowered federated learning for artificial intelligence of things J Kang, X Li, J Nie, Y Liu, M Xu, Z Xiong, D Niyato, Q Yan IEEE Transactions on Network Science and Engineering 9 (5), 2966-2977, 2022 | 58 | 2022 |
| Semi-supervised federated learning for travel mode identification from GPS trajectories Y Zhu, Y Liu, JQ James, X Yuan IEEE Transactions on Intelligent Transportation Systems 23 (3), 2380-2391, 2021 | 50 | 2021 |
| Scalable and communication-efficient decentralized federated edge learning with multi-blockchain framework J Kang, Z Xiong, C Jiang, Y Liu, S Guo, Y Zhang, D Niyato, C Leung, ... Blockchain and Trustworthy Systems: Second International Conference …, 2020 | 49 | 2020 |
| User electricity behavior analysis based on K-means plus clustering algorithm Z Zhao, J Wang, Y Liu 2018 International Computers, Signals and Systems Conference (ICOMSSC), 151-154, 2018 | 45 | 2018 |
| Towards communication-efficient and attack-resistant federated edge learning for industrial Internet of Things Y Liu, R Zhao, J Kang, A Yassine, D Niyato, J Peng ACM Transactions on Internet Technology (TOIT) 22 (3), 1-22, 2021 | 35 | 2021 |
| Resource-constrained federated edge learning with heterogeneous data: Formulation and analysis Y Liu, Y Zhu, JQ James IEEE Transactions on Network Science and Engineering 9 (5), 3166-3178, 2021 | 31 | 2021 |
| 基于时空大数据的智慧稽查平台构建研究 张彦俊, 杨晓冬, 刘毅, 郑大渊,毕树军 计算机与数字工程 47 (03), 616-619, 2019 | 29* | 2019 |
| Fedgru: Privacy-preserving traffic flow prediction via federated learning Y Liu, S Zhang, C Zhang, JQ James 2020 IEEE 23rd International Conference on Intelligent Transportation …, 2020 | 27 | 2020 |
Dusit (Tao) NiyatoNanyang Technological University (NTU)Verified email at ntu.edu.sg
