DA-SPS: A Dual-stage Network based on Singular Spectrum Analysis, Patching-strategy and Spearman-correlation for Multivariate Time-series Prediction
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Tianhao, Ma, Shusen, Kang, Yu, Zhao, Yun-Bo |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting
by: Ma, Shusen, et al.
Published: (2024)
by: Ma, Shusen, et al.
Published: (2024)
DC-Mamber: A Dual Channel Prediction Model based on Mamba and Linear Transformer for Multivariate Time Series Forecasting
by: Fan, Bing, et al.
Published: (2025)
by: Fan, Bing, et al.
Published: (2025)
IBN: An Interpretable Bidirectional-Modeling Network for Multivariate Time Series Forecasting with Variable Missing
by: Ma, Shusen, et al.
Published: (2025)
by: Ma, Shusen, et al.
Published: (2025)
C3RL: Rethinking the Combination of Channel-independence and Channel-mixing from Representation Learning
by: Ma, Shusen, et al.
Published: (2025)
by: Ma, Shusen, et al.
Published: (2025)
Tab.3: Spearman correlation matrix
by: Ilinskiy, Vladimir V, et al.
Published: (2004)
by: Ilinskiy, Vladimir V, et al.
Published: (2004)
Completing and studentising Spearman's correlation in the presence of ties
by: Hurley, Landon
Published: (2025)
by: Hurley, Landon
Published: (2025)
Asymptotic representations for Spearman's footrule correlation coefficient
by: Xia, Liqi, et al.
Published: (2025)
by: Xia, Liqi, et al.
Published: (2025)
Multivariate Singular Spectrum Analysis by Robust Diagonalwise Low-Rank Approximation
by: Centofanti, Fabio, et al.
Published: (2023)
by: Centofanti, Fabio, et al.
Published: (2023)
On the exact region between Chatterjee's rank correlation and Spearman's footrule
by: Rockel, Marcus
Published: (2025)
by: Rockel, Marcus
Published: (2025)
The exact region and an inequality between Chatterjee's and Spearman's rank correlations
by: Ansari, Jonathan, et al.
Published: (2025)
by: Ansari, Jonathan, et al.
Published: (2025)
Revisiting the region determined by Spearman's $ρ$ and Spearman's footrule $ϕ$
by: Tschimpke, Marco, et al.
Published: (2024)
by: Tschimpke, Marco, et al.
Published: (2024)
Singular Spectrum Analysis of Time-series Data from Time-dependent density-functional theory in Real-time
by: Tani, Naoki, et al.
Published: (2025)
by: Tani, Naoki, et al.
Published: (2025)
IMTS is Worth Time $\times$ Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction
by: Hu, Zhangyi, et al.
Published: (2025)
by: Hu, Zhangyi, et al.
Published: (2025)
Optimization of Spearman’s Rho
by: Saikat Mukherjee
Published: (2015)
by: Saikat Mukherjee
Published: (2015)
MGCP: A Multi-Grained Correlation based Prediction Network for Multivariate Time Series
by: Chen, Zhicheng, et al.
Published: (2024)
by: Chen, Zhicheng, et al.
Published: (2024)
Large dimensional Spearman's rank correlation matrices: The central limit theorem and its applications
by: Chen, Hantao, et al.
Published: (2024)
by: Chen, Hantao, et al.
Published: (2024)
On the extensions of the Chatterjee-Spearman test
by: Zhang, Qingyang
Published: (2024)
by: Zhang, Qingyang
Published: (2024)
Singular Spectrum Analysis of Exoplanetary Transits
by: Fatheddin, Hossein, et al.
Published: (2024)
by: Fatheddin, Hossein, et al.
Published: (2024)
HPMixer: Hierarchical Patching for Multivariate Time Series Forecasting
by: Choi, Jung Min, et al.
Published: (2026)
by: Choi, Jung Min, et al.
Published: (2026)
DTAAD: Dual Tcn-Attention Networks for Anomaly Detection in Multivariate Time Series Data
by: Yu, Lingrui
Published: (2023)
by: Yu, Lingrui
Published: (2023)
Point Source Identification Using Singularity Enriched Neural Networks
by: Hu, Tianhao, et al.
Published: (2024)
by: Hu, Tianhao, et al.
Published: (2024)
RED-F: Reconstruction-Elimination based Dual-stream Contrastive Forecasting for Multivariate Time Series Anomaly Prediction
by: Chen, PengYu, et al.
Published: (2025)
by: Chen, PengYu, et al.
Published: (2025)
Robust estimation for number of factors in high dimensional factor modeling via Spearman correlation matrix
by: Qiu, Jiaxin, et al.
Published: (2023)
by: Qiu, Jiaxin, et al.
Published: (2023)
CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting
by: Lee, Minhyuk, et al.
Published: (2025)
by: Lee, Minhyuk, et al.
Published: (2025)
Multifractal Dimension Spectrum Analysis for Nuclear Density Distribution
by: Ma, Weihu, et al.
Published: (2024)
by: Ma, Weihu, et al.
Published: (2024)
Hydra: Dual Exponentiated Memory for Multivariate Time Series Analysis
by: Meskin, Asal, et al.
Published: (2025)
by: Meskin, Asal, et al.
Published: (2025)
MTS-DMAE: Dual-Masked Autoencoder for Unsupervised Multivariate Time Series Representation Learning
by: Xu, Yi, et al.
Published: (2025)
by: Xu, Yi, et al.
Published: (2025)
Time Series Imputation with Multivariate Radial Basis Function Neural Network
by: Jung, Chanyoung, et al.
Published: (2024)
by: Jung, Chanyoung, et al.
Published: (2024)
Charmonium production at SPS and FAIR energies
by: Song, Taesoo, et al.
Published: (2026)
by: Song, Taesoo, et al.
Published: (2026)
Solving Poisson Problems in Polygonal Domains with Singularity Enriched Physics Informed Neural Networks
by: Hu, Tianhao, et al.
Published: (2023)
by: Hu, Tianhao, et al.
Published: (2023)
Utilizing Multiple Testing for Grouping in Singular Spectrum Analysis
by: Movahedifar, Maryam, et al.
Published: (2024)
by: Movahedifar, Maryam, et al.
Published: (2024)
Between- and Within-Cluster Spearman Rank Correlations
by: Tu, Shengxin, et al.
Published: (2024)
by: Tu, Shengxin, et al.
Published: (2024)
DPANet: Dual Pyramid Attention Network for Multivariate Time Series Forecasting
by: Li, Qianyang, et al.
Published: (2025)
by: Li, Qianyang, et al.
Published: (2025)
Deep Learning-based Group Causal Inference in Multivariate Time-series
by: Ahmad, Wasim, et al.
Published: (2024)
by: Ahmad, Wasim, et al.
Published: (2024)
Pulling Back Theorem for Generalizing the Diagonal Averaging Principle in Symplectic Geometry Mode Decomposition and Singular Spectrum Analysis
by: Zhang, Hong-Yan, et al.
Published: (2025)
by: Zhang, Hong-Yan, et al.
Published: (2025)
Well-Posedness and Finite Time Singularity for Touching g-SQG Patches on the Plane
by: Jeon, Junekey, et al.
Published: (2025)
by: Jeon, Junekey, et al.
Published: (2025)
MTS-UNMixers: Multivariate Time Series Forecasting via Channel-Time Dual Unmixing
by: Zhu, Xuanbing, et al.
Published: (2024)
by: Zhu, Xuanbing, et al.
Published: (2024)
On the Bernstein-smoothed lower-tail Spearman's rho estimator
by: Ouimet, Frédéric, et al.
Published: (2025)
by: Ouimet, Frédéric, et al.
Published: (2025)
The Spearman-Brown Formula and Reliabilities of Random Test Forms
by: Ellis, Jules L.
Published: (2023)
by: Ellis, Jules L.
Published: (2023)
Improving Rehabilitative Assessment with Statistical and Shape Preserving Surrogate Data and Singular Spectrum Analysis
by: Lee, T. K. M., et al.
Published: (2024)
by: Lee, T. K. M., et al.
Published: (2024)
Similar Items
-
FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting
by: Ma, Shusen, et al.
Published: (2024) -
DC-Mamber: A Dual Channel Prediction Model based on Mamba and Linear Transformer for Multivariate Time Series Forecasting
by: Fan, Bing, et al.
Published: (2025) -
IBN: An Interpretable Bidirectional-Modeling Network for Multivariate Time Series Forecasting with Variable Missing
by: Ma, Shusen, et al.
Published: (2025) -
C3RL: Rethinking the Combination of Channel-independence and Channel-mixing from Representation Learning
by: Ma, Shusen, et al.
Published: (2025) -
Tab.3: Spearman correlation matrix
by: Ilinskiy, Vladimir V, et al.
Published: (2004)