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stat.ME2026
Robust Tensor Regression with Nonconvexity: Algorithmic and Statistical Theory
Zihao Song, Jicai Liu, Heng Lian +1
Tensor regression is an important tool for tensor data analysis, but existing works have not considered the impact of outliers, making them potentially sensitive to such data point…
stat.ME2026
Sufficient Dimension Reduction via Inverse Conditional Mean or Variance Independence
Jicai Liu, Yu Zhang, Jinhong Li
This paper presents a unified framework for sufficient dimension reduction (SDR) that generalizes several existing SDR techniques and offers new insights into the connection betwee…