An improved self-attention for long-sequence time-series data forecasting with missing values

Author:

Zhang Zhi-cheng,Wang YongORCID,Peng Jian-jian,Duan Jun-ting

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Software

Reference41 articles.

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2. Kitaev N, Kaiser L, Levskaya A (2020) Reformer: the efficient transformer. In: 8th international conference on learning representations, Addis Ababa, Ethiopia

3. Li S, Jin X, Xuan Y, Zhou X, Chen W, Wang Y-X, Yan X (2019) Enhancing the locality and breaking the memory bottleneck of transformer on time series forecasting. Curran Associates Inc., Red Hook

4. Wang S, Li BZ, Khabsa M, Fang H, Ma H (2020) Linformer: self-attention with linear complexity. arXiv preprint arXiv:2006.04768

5. Madhusudhanan K, Burchert J, Duong-Trung N, Born S, Schmidt-Thieme L (2023) U-net inspired transformer architecture for far horizon time series forecasting. Machine learning and knowledge discovery in databases. Springer, Cham, pp 36–52

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