Robust Statistics

Introduction to Robust Statistics

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When weak identification is a concern, researchers frequently calculate confidence sets in two steps, first assessing the strength of ... This video was created as part of a job interview process - I'm setting it free. The slides are here: Ilias Diakonikolas, University of Southern California ... Building models of the world is dangerous and there are pitfalls everywhere, even down to the assumptions that you make. To find ... Ilias Diakonikolas, University of Southern California This video discusses how least-squares regression is fragile to outliers, and how we can add

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Efficient Algorithms for Outlier-Robust Regression Net Worth
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Famous Robust Two-Step Confidence Sets, and the trouble with the First Stage F-statistic Net Worth
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Robust Principal Component Analysis (RPCA)
A brief introduction to robust statistics
Algorithmic High Dimensional Robust Statistics I
Recent Progress in Algorithmic Robust Statistics via the Sum-of-Squares Method
Robust Standard Errors
Lecture 1: Introduction to robust statistics
#22 Robust Data Science with Statistical Modeling (with Michael Betancourt)
Algorithmic High Dimensional Robust Statistics II
Robust Regression with the L1 Norm

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Last Updated: June 15, 2026

Future Outlook

An overview of classical robust statistics and generalizations to the future Net Worth
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