This repository contains files necessary to perform the simulation study on Random Rotation Upscaling in the master thesis The Effect of Random Rotation Upscaling on Neural Networks and Gradient Boosted Trees, which can be found here.
Install the dependencies commented in src/simulation_study.R and run the script. To obtain the same data set as presented in the thesis run src/construct_data_set.R afterwards. Optionally, the full data set obtained from the high performance computing cluster Leonhard is provided in the file data_full_simulation.Rdata.
Uncomment lines 15-17 in src/simulation_study.R. The quick test takes around 10 minutes to complete.