Johan Larsson
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Talks

Links to recordings of talks that I’ve held

Recordings and slides from talks by Johan Larsson on sparse regression, optimization, screening rules, SLOPE, and statistical software.

The Choice of Normalization Influences Shrinkage in Regularized Regression

A talk for TMLR on our paper about how feature normalization affects shrinkage and selection in regularized regression (lasso, ridge, elastic net).

Johan Larsson
17 November 2025

Coordinate Descent for SLOPE

An online talk for AISTATS 2023 on our fast coordinate descent algorithm for SLOPE, a generalization of the lasso for sparse regression.

Johan Larsson
31 March 2022

The Strong Screening Rule for SLOPE

A talk for the Statistical Learning Seminar on my work with Jonas Wallin on the first predictor screening rule for SLOPE, a sparse regression method.

Johan Larsson
8 May 2020
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