Learning Cost-Effective and Interpretable Regimes for Treatment Recommendation

By: Himabindu Lakkaraju and Cynthia Rudin

Citation

Lakkaraju, Himabindu, and Cynthia Rudin. "Learning Cost-Effective and Interpretable Regimes for Treatment Recommendation." Paper presented at the 30th Annual Conference on Neural Information Processing Systems (NIPS), Workshop on Interpretable Machine Learning in Complex Systems, Barcelona, Spain, December 9, 2016.

Technology and Operations Management

- 2020
- Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society
Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods.

By: Dylan Slack, Sophie Hilgard, Emily Jia, Sameer Singh and Himabindu Lakkaraju
- 2020
- Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society
"How Do I Fool You?": Manipulating User Trust via Misleading Black Box Explanations

By: Himabindu Lakkaraju and Osbert Bastani
- Quarterly Journal of Economics
Human Decisions and Machine Predictions

By: Jon Kleinberg, Himabindu Lakkaraju, Jure Leskovec, Jens Ludwig and Sendhil Mullainathan