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Experiments demonstrating the behavior of ensembles of OLS predictors

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ensemble-ols

This repository contains the experiments from the paper [1] demonstrating the implicit regularization of ensembles of OLS predictors.

First run the experiments in Risk Convergence.ipynb, and then generate the figures in Figures.ipynb.

[1] D. LeJeune, H. Javadi, R. G. Baraniuk, "The Implicit Regularization of Ordinary Least Squares Ensembles," 2020. AISTATS 2020. arXiv

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