shapG 0.13

A library to compute Shapley values in graphs.

ShapG: a fast and exactly approach to approximate the Shaple value on graph

If you find this code useful in your research, please consider citing:

1. For centralities measures:

   @article{zhao2024centralitymeasuresopiniondynamics,
         title={Centrality measures and opinion dynamics in two-layer networks with replica nodes}, 
         author={Chi Zhao and Elena Parilina},
         year={2024},
         eprint={2406.18780},
         archivePrefix={arXiv},
         primaryClass={physics.soc-ph},
         journal={arXiv preprint arXiv:2406.18780},
         url={https://arxiv.org/abs/2406.18780}, 
   }
   

2. For the new method for explanable ai:

   @article{zhao2024shapgnewfeatureimportance,
         title={ShapG: new feature importance method based on the Shapley value}, 
         author={Chi Zhao and Jing Liu and Elena Parilina},
         year={2024},
         eprint={2407.00506},
         archivePrefix={arXiv},
         primaryClass={cs.AI},
         journal={arXiv preprint arXiv:2407.00506},
         url={https://arxiv.org/abs/2407.00506}, 
   }