Genetic Dimension Reduction - algorithm for interpretable dimension reduction for tabular data in problem of binary classification. This repository contains prototype version of the algorithm and code used to make benchmarks.
Developed and implemented during research work in Novosibirsk State University by Nikita Radeev.
Code is available for execution online on CodeOcean: https://codeocean.com/capsule/3280561/tree
Datasets are not uploaded here but you can find them on OpenML (https://www.openml.org/) by task id:
| Dataset | OpenML task id |
|---|---|
| Bank Marketing | 1461 |
| Blood Transfusion | 1464 |
| Breast Cancer Wisconsin | 1510 |
| Credit-g | 31 |
| Diabetes | 37 |
| Hyperplane | 43122 |
| Ionosphere | 59 |
| Madelon | 1485 |
| Sonar | 40 |
| Bioresponse | 4134 |
| Christine | 41142 |
| Guillermo | 41159 |