Carnegie Mellon University

High-Dimensional Statistics

In statistical theory, the field of high-dimensional statistics studies data whose dimension is larger than dimensions considered in classical multivariate analysis. High-dimensional statistics relies on the theory of random vectors. In many applications, the dimension of the data vectors may be larger than the sample size.

Faculty with this Research Interest

13 bios displayed.

Siva Balakrishnan

Siva Balakrishnan

Associate Professor (on leave Spring 2025)

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Eli Ben-Michael

Eli Ben-Michael

Assistant Professor, joint with Heinz College

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Spencer Koerner

Spencer Koerner

Lecturer - Special Faculty

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Ann Lee

Ann Lee

Professor, Co-Director Ph.D. Program

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Jing Lei

Jing Lei

Professor (on leave Spring 2025)

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Aaditya  Ramdas

Aaditya Ramdas

Associate Professor

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Kathryn  Roeder

Kathryn Roeder

UPMC Professor of Statistics and Life Sciences

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Yandi Shen

Yandi Shen

Assistant Professor

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Ron Yurko

Ron Yurko

Assistant Teaching Professor

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