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A Conceptual Framework for Using Machine Learning to Support Child Welfare Decisions


Jul 12, 2022
Ka Ho Brian Chor, Kit T. Rodolfa, Rayid Ghani

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* 69 pages, 1 table, 5 figures, 1 appendix 

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On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods


Jun 30, 2022
Kasun Amarasinghe, Kit T. Rodolfa, Sérgio Jesus, Valerie Chen, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro, Ameet Talwalkar, Rayid Ghani

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Faking feature importance: A cautionary tale on the use of differentially-private synthetic data


Mar 02, 2022
Oscar Giles, Kasra Hosseini, Grigorios Mingas, Oliver Strickson, Louise Bowler, Camila Rangel Smith, Harrison Wilde, Jen Ning Lim, Bilal Mateen, Kasun Amarasinghe, Rayid Ghani, Alison Heppenstall, Nik Lomax, Nick Malleson, Martin O'Reilly, Sebastian Vollmerteke

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* 27 pages, 8 figures 

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An Empirical Comparison of Bias Reduction Methods on Real-World Problems in High-Stakes Policy Settings


May 13, 2021
Hemank Lamba, Kit T. Rodolfa, Rayid Ghani

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* 17 pages, 9 figures, 2 tables 

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Machine learning for public policy: Do we need to sacrifice accuracy to make models fair?


Dec 05, 2020
Kit T. Rodolfa, Hemank Lamba, Rayid Ghani

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* 40 pages, 4 figures, 7 supplementary figures, 5 supplementary tables 

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Explainable Machine Learning for Public Policy: Use Cases, Gaps, and Research Directions


Oct 27, 2020
Kasun Amarasinghe, Kit Rodolfa, Hemank Lamba, Rayid Ghani

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Bandit Data-driven Optimization: AI for Social Good and Beyond


Aug 26, 2020
Zheyuan Ryan Shi, Zhiwei Steven Wu, Rayid Ghani, Fei Fang

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A Recommendation and Risk Classification System for Connecting Rough Sleepers to Essential Outreach Services


Jul 30, 2020
Harrison Wilde, Lucia Lushi Chen, Austin Nguyen, Zoe Kimpel, Joshua Sidgwick, Adolfo De Unanue, Davide Veronese, Bilal Mateen, Rayid Ghani, Sebastian Vollmer

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* 10 pages, 5 figures, 5 tables 

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A Machine Learning System for Retaining Patients in HIV Care


Jun 01, 2020
Avishek Kumar, Arthi Ramachandran, Adolfo De Unanue, Christina Sung, Joe Walsh, John Schneider, Jessica Ridgway, Stephanie Masiello Schuette, Jeff Lauritsen, Rayid Ghani

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