← Theoretical / proof-based

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In this program

High-dimensional PCA
Factor models
Community detection in networks (intro)
Nonparametric regression in high dimensions
Minimax lower bounds (introduction)

Advanced topics

High-dimensional PCA

High-dimensional statistics · Theoretical / proof-based

Topic

High-dimensional PCA

Practice by unit: Advanced topics

Graduate High-dimensional statistics — outline derived from course README sections and typical US statistics syllabi (OpenIntro / standard OER where applicable).

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