Shap4JSM

This repository contains a demo code and data on Shapley values for JSM-method in terms of Concept Lattices (FCA) presented in the paper:

• Dmitry I. Ignatov, Léonard Kwuida: Interpretable Concept-Based Classification with Shapley Values. ICCS 2020: 90-102.

It also continues our work on interpretable contribution of attributes to concept stability values:

• Dmitry I. Ignatov, Léonard Kwuida: Shapley and Banzhaf Vectors of a Formal Concept. CLA 2020: 259-271.

To acknowledge use of the code and data in publications, please cite the following papers and mention this repository.

References

@inproceedings{Ignatov:2020b,
  author    = {Dmitry I. Ignatov and
               L{\'{e}}onard Kwuida},
  editor    = {Mehwish Alam and
               Tanya Braun and
               Bruno Yun},
  title     = {Interpretable Concept-Based Classification with Shapley Values},
  booktitle = {Ontologies and Concepts in Mind and Machine - 25th International Conference
               on Conceptual Structures, {ICCS} 2020, Bolzano, Italy, September 18-20,
               2020, Proceedings},
  series    = {Lecture Notes in Computer Science},
  volume    = {12277},
  pages     = {90--102},
  publisher = {Springer},
  year      = {2020},
  url       = {https://doi.org/10.1007/978-3-030-57855-8\_7},
  doi       = {10.1007/978-3-030-57855-8\_7},
}

@inproceedings{Ignatov:2020a,
  author    = {Dmitry I. Ignatov and
               L{\'{e}}onard Kwuida},
  editor    = {Francisco J. Valverde{-}Albacete and
               Martin Trnecka},
  title     = {Shapley and Banzhaf Vectors of a Formal Concept},
  booktitle = {Proceedings of the Fifthteenth International Conference on Concept
               Lattices and Their Applications, Tallinn, Estonia, June 29-July 1,
               2020},
  series    = {{CEUR} Workshop Proceedings},
  volume    = {2668},
  pages     = {259--271},
  publisher = {CEUR-WS.org},
  year      = {2020},
  url       = {http://ceur-ws.org/Vol-2668/paper20.pdf},
}