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  • Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining

The Selective Labels Problem: Evaluating Algorithmic Predictions in the Presence of Unobservables

By: Himabindu Lakkaraju, Jon Kleinberg, Jure Leskovec, Jens Ludwig and Sendhil Mullainathan
  • Format:Electronic
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Citation

Lakkaraju, Himabindu, Jon Kleinberg, Jure Leskovec, Jens Ludwig, and Sendhil Mullainathan. "The Selective Labels Problem: Evaluating Algorithmic Predictions in the Presence of Unobservables." Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining 23rd (2017).
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About The Author

Himabindu Lakkaraju

Technology and Operations Management
→More Publications

More from the Authors

    • June 2023
    • Transactions on Machine Learning Research (TMLR)

    When Does Uncertainty Matter? Understanding the Impact of Predictive Uncertainty in ML Assisted Decision Making

    By: Sean McGrath, Parth Mehta, Alexandra Zytek, Isaac Lage and Himabindu Lakkaraju
    • 2023
    • Proceedings of the International Conference on Learning Representations (ICLR)

    Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse

    By: Martin Pawelczyk, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci and Himabindu Lakkaraju
    • April 2023
    • Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS)

    On the Privacy Risks of Algorithmic Recourse

    By: Martin Pawelczyk, Himabindu Lakkaraju and Seth Neel
More from the Authors
  • When Does Uncertainty Matter? Understanding the Impact of Predictive Uncertainty in ML Assisted Decision Making By: Sean McGrath, Parth Mehta, Alexandra Zytek, Isaac Lage and Himabindu Lakkaraju
  • Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse By: Martin Pawelczyk, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci and Himabindu Lakkaraju
  • On the Privacy Risks of Algorithmic Recourse By: Martin Pawelczyk, Himabindu Lakkaraju and Seth Neel
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