gnnfairviz 0.0.0

Official implementation of GNNFairViz

GNNFairViz

Overview

GNNFairViz is a visualization tool designed to provide insights into the fairness of Graph Neural Networks from the perspective of data.

Installation

You can install GNNFairViz using pip or from source.

Using pip

pip install GNNFairViz

From Source

git clone https://github.com/xinwuye/GNNFairViz.git
cd GNNFairViz
pip install .

Usage

Examples of how to use the package can be found in the evaluation/cases folder.

Features

• Support customizing and inspecting fairness through various viewpoints.
• Provide clues and interactions for node selection to analyze how they affect model bias.
• Allow diagnosing GNN fairness issues in an interactive manner.

Contributing

We welcome contributions! Follow these steps to set up your development environment and contribute to the project.

Setting Up the Development Environment

git clone https://github.com/xinwuye/GNNFairViz.git
cd GNNFairViz
poetry install

License

This project is licensed under the MIT License - see the LICENSE file for details.

Contact

For questions or support, please contact:

• Email: [e-mail]
• GitHub Issues: GitHub Issues

Credits

This project uses and adapts code from the following repositories:

• CSC591_Community_Detection by imabhishekl
• NoLiES by leitte
• PyGDebias by yushundong