Carnegie Mellon University

Statistical Machine Learning

The statistical machine learning research area advances the theoretical foundations of complex machine learning models using statistical learning, nonparametric Bayes, causal inference, and reinforcement learning principles to enable robust, trustworthy predictions.

Department Members with this Research Interest

61 bios displayed.

Eli Ben-Michael

Eli Ben-Michael

Assistant Professor, joint with Heinz College

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Zach Branson

Zach Branson

Assistant Teaching Professor (on leave Fall 2024)

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Alexandra Chouldechova

Alexandra Chouldechova

Estella Loomis McCandless Assistant Professor of Statistics and Public Policy

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Jiashun Jin

Jiashun Jin

Professor (on leave AY 24-25)

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Edward Kennedy

Edward Kennedy

Associate Professor

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Spencer Koerner

Spencer Koerner

Lecturer - Special Faculty

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Mikael Kuusela

Mikael Kuusela

Assistant Professor

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Ann Lee

Ann Lee

Professor, Co-Director Ph.D. Program

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Alex Levis

Alex Levis

Postdoctoral Researcher

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Gonzalo Mena

Gonzalo Mena

Assistant Professor

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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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Cosma Shalizi

Cosma Shalizi

Associate Professor (on leave Fall 2024)

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Shubhanshu Shekhar

Shubhanshu Shekhar

Postdoctoral Researcher

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Yandi Shen

Yandi Shen

Assistant Professor

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Weijing Tang

Weijing Tang

Assistant Professor

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Sam Ventura

Sam Ventura

Affiliated Faculty

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Larry Wasserman

Larry Wasserman

UPMC University Professor

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Ron Yurko

Ron Yurko

Assistant Teaching Professor

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Tianyu Zhang

Tianyu Zhang

Postdoctoral Researcher

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