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Zheng Liang
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Auto-CASH: A meta-learning embedding approach for autonomous classification algorithm selection
T Mu, H Wang, C Wang, Z Liang, X Shao
Information Sciences 591, 344-364, 2022
192022
Industrial time series determinative anomaly detection based on constraint hypergraph
Z Liang, H Wang, X Ding, T Mu
Knowledge-Based Systems 233, 107548, 2021
192021
Contrastive shapelet learning for unsupervised multivariate time series representation learning
Z Liang, J Zhang, C Liang, H Wang, Z Liang, L Pan
arXiv preprint arXiv:2305.18888, 2023
142023
TSC-AutoML: meta-learning for automatic time series classification algorithm selection
T Mu, H Wang, S Zheng, Z Liang, C Wang, X Shao, Z Liang
2023 IEEE 39th International Conference on Data Engineering (ICDE), 1032-1044, 2023
42023
Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning
C Liang, D Yang, Z Liang, H Wang, Z Liang, X Zhang, J Huang
arXiv preprint arXiv:2312.05698, 2023
22023
UniTS: A Universal Time Series Analysis Framework Powered by Self-Supervised Representation Learning
Z Liang, C Liang, Z Liang, H Wang, B Zheng
Companion of the 2024 International Conference on Management of Data, 480-483, 2024
12024
TimeCSL: Unsupervised Contrastive Learning of General Shapelets for Explorable Time Series Analysis
Z Liang, C Liang, Z Liang, H Wang, B Zheng
arXiv preprint arXiv:2404.05057, 2024
12024
UniTS: A Universal Time Series Analysis Framework with Self-supervised Representation Learning
Z Liang, C Liang, Z Liang, H Wang
arXiv preprint arXiv:2303.13804, 2023
12023
预训练语言模型实体匹配的可解释性
梁峥, 王宏志, 戴加佳, 邵心玥, 丁小欧, 穆添愉
软件学报 34 (3), 1087-1108, 2022
12022
Time Series Data Quality Enhancing Based on Pattern Alignment
J Huang, H Chen, H Wang, J Feng, L Peng, Z Liang, H Wang, T Fan, T Yu
International Conference on Database Systems for Advanced Applications, 363-375, 2022
12022
Auto-CASH: Autonomous Classification Algorithm Selection with Deep Q-Network
T Mu, H Wang, C Wang, Z Liang
arXiv preprint arXiv:2007.03254, 2020
12020
FedDict: Towards Practical Federated Dictionary-based Time Series Classification
Z Liang, Z Liang, H Wang, B Zheng
IEEE Transactions on Knowledge and Data Engineering, 2025
2025
Exploring Data and Knowledge combined Anomaly Explanation of Multivariate Industrial Data
X Ding, H Wang, C Wang, Z Li, Z Liang
arXiv preprint arXiv:2101.01363, 2021
2021
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