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most citedAdaptive Reference-Guided Estimation of Principal Component Subspace in High Dimensions

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stat.ML2025

Subspace Recovery in Winsorized PCA: Insights into Accuracy and Robustness

Sangil Han, Kyoowon Kim, Sungkyu Jung

In this paper, we explore the theoretical properties of subspace recovery using Winsorized Principal Component Analysis (WPCA), utilizing a common data transformation technique tha…