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Wei Fan
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AutoFS: Automated feature selection via diversity-aware interactive reinforcement learning
W Fan, K Liu, H Liu, P Wang, Y Ge, Y Fu
2020 IEEE International Conference on Data Mining (ICDM), 1008-1013, 2020
452020
Frequency-domain MLPs are More Effective Learners in Time Series Forecasting
K Yi, Q Zhang, W Fan, S Wang, P Wang, H He, D Lian, N An, L Cao, Z Niu
Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), 2023
422023
DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting
W Fan, S Zheng, X Yi, W Cao, Y Fu, J Bian, TY Liu
International Conference on Learning Representations (ICLR), 2022
422022
Dish-TS: a general paradigm for alleviating distribution shift in time series forecasting
W Fan, P Wang, D Wang, D Wang, Y Zhou, Y Fu
Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 37 (6 …, 2023
312023
Interactive reinforcement learning for feature selection with decision tree in the loop
W Fan, K Liu, H Liu, Y Ge, H Xiong, Y Fu
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2021
312021
FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective
K Yi, Q Zhang, W Fan, H He, L Hu, P Wang, N An, L Cao, Z Niu
Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), 2023
252023
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation
K Yi, Q Zhang, L Cao, S Wang, G Long, L Hu, H He, Z Niu, W Fan, ...
arXiv preprint arXiv:2302.02173, 2023
25*2023
Simplifying reinforced feature selection via restructured choice strategy of single agent
X Zhao, K Liu, W Fan, L Jiang, X Zhao, M Yin, Y Fu
2020 IEEE International conference on data mining (ICDM), 871-880, 2020
222020
Fair graph auto-encoder for unbiased graph representations with wasserstein distance
W Fan, K Liu, R Xie, H Liu, H Xiong, Y Fu
2021 IEEE International Conference on Data Mining (ICDM), 1054-1059, 2021
192021
TranSHER: Translating Knowledge Graph Embedding with Hyper-Ellipsoidal Restriction
Y Li, W Fan, C Liu, C Lin, J Qian
Proceedings of the Conference on Empirical Methods in Natural Language …, 2022
102022
AutoGFS: Automated group-based feature selection via interactive reinforcement learning
W Fan, K Liu, H Liu, A Hariri, D Dou, Y Fu
Proceedings of the 2021 SIAM International Conference on Data Mining (SDM …, 2021
102021
PTaRL: Prototype-based Tabular Representation Learning via Space Calibration
H Ye, W Fan, X Song, S Zheng, H Zhao, D dan Guo, Y Chang
International Conference on Learning Representations (ICLR), 2024
72024
Graph soft-contrastive learning via neighborhood ranking
Z Ning, P Wang, P Wang, Z Qiao, W Fan, D Zhang, Y Du, Y Zhou
arXiv preprint arXiv:2209.13964, 2022
62022
Multi-graph convolutional recurrent network for fine-grained lane-level traffic flow imputation
J Ming, L Zhang, W Fan, W Zhang, Y Mei, W Ling, H Xiong
2022 IEEE International Conference on Data Mining (ICDM), 348-357, 2022
52022
DEWP: Deep Expansion Learning for Wind Power Forecasting
W Fan, Y Fu, S Zheng, J Bian, Y Zhou, H Xiong
ACM Transactions on Knowledge Discovery from Data (TKDD), 2024
32024
FedGCS: A Generative Framework for Efficient Client Selection in Federated Learning via Gradient-based Optimization
Z Ning, C Tian, M Xiao, W Fan, P Wang, L Li, P Wang, Y Zhou
International Joint Conference on Artificial Intelligence (IJCAI), 2024
22024
Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting
W Fan, K Yi, H Ye, Z Ning, Q Zhang, N An
International Joint Conference on Artificial Intelligence (IJCAI), 2024
12024
Addressing Distribution Shift in Time Series Forecasting with Instance Normalization Flows
W Fan, S Zheng, P Wang, R Xie, J Bian, Y Fu
arXiv preprint arXiv:2401.16777, 2024
12024
Boosting Urban Prediction via Addressing Spatial-Temporal Distribution Shift
X Hu, W Fan, K Yi, P Wang, Y Xu, Y Fu, P Wang
2023 IEEE International Conference on Data Mining (ICDM), 160-169, 2023
12023
Feature and Instance Joint Selection: A Reinforcement Learning Perspective
W Fan, K Liu, H Liu, H Zhu, H Xiong, Y Fu
International Joint Conference on Artificial Intelligence (IJCAI), 2016-2022, 2022
12022
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