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stat.ME2025
The -PCA Framework: A Unified and Efficiency-Preserving Approach with Robust Variants
Hung Hung, Zhi-Yu Jou, Su-Yun Huang +1
Principal component analysis (PCA) is a fundamental tool in multivariate statistics, yet its sensitivity to outliers and limitations in distributed environments restrict its effect…
stat.ME2017★ 1 cited
Sufficient Dimension Reduction via Random-Partitions for Large-p-Small-n Problem
Hung Hung, Su-Yun Huang
Sufficient dimension reduction (SDR) is continuing an active research field nowadays for high dimensional data. It aims to estimate the central subspace (CS) without making distrib…