Adaptivee: Adaptive Ensemble for Tabular Data

This repository is the official implementation of Adaptivee: Adaptive Ensemble for Tabular Data.

Experiments reproduction

All epxeriments were made on Linux (Ubuntu) environment. There is no guarantee that the code is executable using different OS.

#!/bin/bash

# liltab dependency is not published on PyPi 
cd ..
git clone https://github.com/DawidPludowski/liltab
cd liltab
pip install .
cd ./../adaptivee

conda create --name=apativee python=3.10.14
conda activate adaptivee
pip install -r requirements-dev.txt

export PYTHONPATH=`pwd`

python bin/download_openml_data.py
python bin/pretrain_encoder.py
python bin/run_analysis.py # path to the liltab model should be updated
python bin/run_autogluon_analysis.py # path to the liltab model should be updated

The results are saved in report directory. all visualization was made using notebooks from explore directory.

Example of usage

For example of usage please check usage_example.ipynb notebook.