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stat.ML2025
Nonlinear Multiple Response Regression and Learning of Latent Spaces
Ye Tian, Sanyou Wu, Long Feng
Identifying low-dimensional latent structures within high-dimensional data has long been a central topic in the machine learning community, driven by the need for data compression,…
stat.ML2025
Sparsity-Induced Global Matrix Autoregressive Model with Auxiliary Network Data
Sanyou Wu, Dan Yang, Yan Xu +1
Jointly modeling and forecasting economic and financial variables across a large set of countries has long been a significant challenge. Two primary approaches have been utilized t…
stat.ML2024
Time Series Generative Learning with Application to Brain Imaging Analysis
Zhenghao Li, Sanyou Wu, Long Feng
This paper focuses on the analysis of sequential image data, particularly brain imaging data such as MRI, fMRI, CT, with the motivation of understanding the brain aging process and…