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Code to reproduce results of our NeurIPS 2019 paper "Minimizers of the Empirical Risk and Risk Monotonicity''
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README.md
do_exp_general.m
do_exp_general_withbias.m
main.m
plot1.m
plot2.m

README.md

Minimizers of the Empirical Risk and Risk Monotonicity

This git contains all files necessary to reproduce the results of the paper:

https://papers.nips.cc/paper/8966-minimizers-of-the-empirical-risk-and-risk-monotonicity.pdf

Minimizers of the Empirical Risk and Risk Monotonicity

Marco Loog, Tom Viering, Alexander Mey

in NeurIPS 2019

If you use this code please cite the paper above.

Installation

Tested with Matlab R2019b.

  1. Clone repository to your local PC: git clone https://github.com/tomviering/RiskMonotonicity.git
  2. (Optional) Download and put the export_fig package in the folder export_fig under the same folder as the other files. Include it in your Matlab path by typing addpath export_fig.

Files

main.m

Runs all experiments and shows all resulting figures. If you set save_to_file to 1 all figures are exported to PDF (requires export_fig package).

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