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Is Channel Independent strategy optimal for Time Series Forecasting?

Is Channel Independent strategy optimal for Time Series Forecasting?

18 October 2023
Peiwen Yuan
Changsheng Zhu
    AI4TS
ArXivPDFHTML

Papers citing "Is Channel Independent strategy optimal for Time Series Forecasting?"

4 / 4 papers shown
Title
Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting
Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting
Chengsen Wang
Q. Qi
Yufei Guo
Haifeng Sun
Zirui Zhuang
J. Liao
AI4TS
45
0
0
01 May 2025
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
Yuang Zhao
Tianyu Li
Jiadong Chen
Shenrong Ye
Fuxin Jiang
Tieying Zhang
Xiaofeng Gao
AI4TS
176
0
0
26 Nov 2024
From Similarity to Superiority: Channel Clustering for Time Series
  Forecasting
From Similarity to Superiority: Channel Clustering for Time Series Forecasting
Jialin Chen
J. E. Lenssen
Aosong Feng
Weihua Hu
Matthias Fey
Leandros Tassiulas
J. Leskovec
Rex Ying
AI4TS
34
10
0
31 Mar 2024
Informer: Beyond Efficient Transformer for Long Sequence Time-Series
  Forecasting
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
Haoyi Zhou
Shanghang Zhang
J. Peng
Shuai Zhang
Jianxin Li
Hui Xiong
Wan Zhang
AI4TS
169
3,885
0
14 Dec 2020
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