Evaluation of methods for working with categorical features

This repository contains the relevant scripts used during my master thesis.

autoencoders

Scripts creating and testing the autoencoders for encoding P10 and P100.

df_to_latex

A script used to transform the pandas describe tables to latex code.

dq_approach

The implementation of the DQ encoder based on the DQC approach from Rosario et al.

evaluation

The scripts used to evaluate the different encodings.

plates_df_creation

Creation of the constructed data sets.

plots

Scripts plotting the different data sets for presentations or the thesis itself.