no code implementations • 3 May 2024 • Zijian Zhang, Yujie Sun, Zepu Wang, Yuqi Nie, Xiaobo Ma, Peng Sun, Ruolin Li
Mobility analysis is a crucial element in the research area of transportation systems.
no code implementations • 21 Mar 2024 • Yuxuan Liang, Haomin Wen, Yuqi Nie, Yushan Jiang, Ming Jin, Dongjin Song, Shirui Pan, Qingsong Wen
Time series analysis stands as a focal point within the data mining community, serving as a cornerstone for extracting valuable insights crucial to a myriad of real-world applications.
no code implementations • 14 Aug 2023 • Zepu Wang, Yuqi Nie, Peng Sun, Nam H. Nguyen, John Mulvey, H. Vincent Poor
The criticality of prompt and precise traffic forecasting in optimizing traffic flow management in Intelligent Transportation Systems (ITS) has drawn substantial scholarly focus.
5 code implementations • 27 Nov 2022 • Yuqi Nie, Nam H. Nguyen, Phanwadee Sinthong, Jayant Kalagnanam
Our channel-independent patch time series Transformer (PatchTST) can improve the long-term forecasting accuracy significantly when compared with that of SOTA Transformer-based models.
Ranked #1 on Time Series Forecasting on Electricity (192)
Multivariate Time Series Forecasting Representation Learning +1
1 code implementation • 3 Nov 2021 • Yuqi Nie, Hui Yuan
We find a heterogeneity in both complex and real valued neural networks with the insight from wave optics, claiming a much more important role of phase than its amplitude counterpart in the weight matrix.