Parallel Extraction of Long-term Trends and Short-term Fluctuation Framework for Multivariate Time Series Forecasting. - Haoyan Xu; Ziheng Duan; Yida Huang; Jie Feng 006; Anni Ren; Qianru Zhang; Pengyu Song; Xiaoqian Wang 001 (CoRR, 2020)

Modeling Complex Spatial Patterns with Temporal Features via Heterogenous Graph Embedding Networks. - Yida Huang; Haoyan Xu; Ziheng Duan; Anni Ren; Jie Feng 006; Qianru Zhang; Xiaoqian Wang 001 (CoRR, 2020)

Multivariate Time Series Classification with Hierarchical Variational Graph Pooling. - Haoyan Xu; Ziheng Duan; Yunsheng Bai; Yida Huang; Anni Ren; Qianru Yu; Qianru Zhang; Yueyang Wang; Xiaoqian Wang 001; Yizhou Sun; Wei Wang 010 (CoRR, 2020)

Multivariate time-series classification with hierarchical variational graph pooling. - Ziheng Duan; Haoyan Xu; Yueyang Wang; Yida Huang; Anni Ren; Zhongbin Xu; Yizhou Sun; Wei Wang 010 (Neural Networks, 2022)

MTHetGNN: A heterogeneous graph embedding framework for multivariate time series forecasting. - Yueyang Wang; Ziheng Duan; Yida Huang; Haoyan Xu; Jie Feng 006; Anni Ren (Pattern Recognit. Lett., 2022)