https://github.com/wangyongjie-ntu/skylinecf
Skyline of Counterfactual Explanations (CIKM 2021)
https://github.com/wangyongjie-ntu/skylinecf
Last synced: 3 months ago
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Skyline of Counterfactual Explanations (CIKM 2021)
- Host: GitHub
- URL: https://github.com/wangyongjie-ntu/skylinecf
- Owner: wangyongjie-ntu
- Created: 2022-01-24T08:33:27.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2022-02-09T05:51:41.000Z (over 3 years ago)
- Last Synced: 2025-01-09T19:57:41.102Z (4 months ago)
- Language: Python
- Size: 4.39 MB
- Stars: 0
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# SkylineCF
code for paper Skyline of Counterfactual Explanations (CIKM 2021)
# Requirements
```
pip install numpy, pandas, pytorch, sklearn
```
# Getting Start
- The cf/ folder contains the a series of CF methods, includign skylineCF in our paper.
- data/ folder contains the datasets used.
- model folder consists of the interface for loading the pretrained model.
- util folder includes the interface for loading data, skyline operator used in our paper.
- weights folder covers the weights of pretrained model on three datasets.
- test folder comprise the how to generate the counterfactual explaantions for our method and baselines.
- mlp_* files show how to train the models.
# How to Cite
```
@inproceedings{wang2021skyline,
title={The Skyline of Counterfactual Explanations for Machine Learning Decision Models},
author={Wang, Yongjie and Ding, Qinxu and Wang, Ke and Liu, Yue and Wu, Xingyu and Wang, Jinglong and Liu, Yong and Miao, Chunyan},
booktitle={Proceedings of the 30th ACM International Conference on Information \& Knowledge Management},
pages={2030--2039},
year={2021}
}
```