Learning to Explain: An Information-Theoretic Perspective on Model Interpretation

Jianbo Chen, Le Song, Martin J. Wainwright, Michael I. Jordan. Learning to Explain: An Information-Theoretic Perspective on Model Interpretation. In Jennifer G. Dy, Andreas Krause 0001, editors, Proceedings of the 35th International Conference on Machine Learning, ICML 2018, Stockholmsmässan, Stockholm, Sweden, July 10-15, 2018. Volume 80 of JMLR Workshop and Conference Proceedings, pages 882-891, JMLR.org, 2018. [doi]

@inproceedings{ChenSWJ18,
  title = {Learning to Explain: An Information-Theoretic Perspective on Model Interpretation},
  author = {Jianbo Chen and Le Song and Martin J. Wainwright and Michael I. Jordan},
  year = {2018},
  url = {http://proceedings.mlr.press/v80/chen18j.html},
  researchr = {https://researchr.org/publication/ChenSWJ18},
  cites = {0},
  citedby = {0},
  pages = {882-891},
  booktitle = {Proceedings of the 35th International Conference on Machine Learning, ICML 2018, Stockholmsmässan, Stockholm, Sweden, July 10-15, 2018},
  editor = {Jennifer G. Dy and Andreas Krause 0001},
  volume = {80},
  series = {JMLR Workshop and Conference Proceedings},
  publisher = {JMLR.org},
}