2 citations · 3 across the 3 of their papers we have counts for
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cs.LG2026★ 1 cited
DA-SPS: A Dual-stage Network based on Singular Spectrum Analysis, Patching-strategy and Spearman-correlation for Multivariate Time-series Prediction
Tianhao Zhang, Shusen Ma, Yu Kang +1
Multivariate time-series forecasting, as a typical problem in the field of time series prediction, has a wide range of applications in weather forecasting, traffic flow prediction,…
cs.LG2025
C3RL: Rethinking the Combination of Channel-independence and Channel-mixing from Representation Learning
Shusen Ma, Yun-Bo Zhao, Yu Kang
Multivariate time series forecasting has drawn increasing attention due to its practical importance. Existing approaches typically adopt either channel-mixing (CM) or channel-indep…
cs.LG2024★ 2 cited
FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting
Shusen Ma, Yu Kang, Peng Bai +1
In multivariate time-series forecasting (MTSF), extracting the temporal correlations of the input sequences is crucial. While popular Transformer-based predictive models can perfor…