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  2. Transparency: Motivations and Challenges? Adrian…

    https://mlg.eng.cam.ac.uk/adrian/transparency.pdf
    21 Mar 2024: 53. Prat, A.: The wrong kind of transparency. American Economic Review 95(3),862–877 (2005). ... In: KDD (2016). 55. Ross, S.A.: The economic theory of agency: The principal’s problem.
  3. Illuminating trade-offs: the socio-economic impacts of dam…

    https://www.ceenrg.landecon.cam.ac.uk/files/ceenrg_wp_2024_01_goodman.pdf
    21 Mar 2024: Fan et al. (2022) demonstrate a correspondence between dam construction and economic and. ... economic conditions such as income and education. They find ephemeral but positive socio-.
  4. A Unified Approach to Quantifying Algorithmic Unfairness: Measuring…

    https://mlg.eng.cam.ac.uk/adrian/KDD2018_inequality_indices.pdf
    21 Mar 2024: Our core idea is to use existing inequalityindices from economics to measure how unequally the outcomes ofan algorithm benefit different individuals or groups in a population.Our work offers a justified ... In this paper, we propose to quantify
  5. 21 Mar 2024: 3. Prior literature in social, economic, legal, and political sciences distinguishing between directdiscrimination and indirect discrimination makes similar observations as we do in this paper.
  6. Human Perceptions of Fairness in Algorithmic Decision Making: A Case…

    https://mlg.eng.cam.ac.uk/adrian/WWW18-HumanPerceptions.pdf
    21 Mar 2024: We draw these latentproperties from the existing literature in social-economic-political-moral sciences, philosophy, and the law, as detailed below.I. ... Caused by Sensitive Group Membership. Inspired by thenotions of indirect discrimination in
  7. Orthogonal estimation of Wasserstein distances Mark Rowland*, Jiri…

    https://mlg.eng.cam.ac.uk/adrian/slicedwasserstein_poster.pdf
    21 Mar 2024: Naturally incorporate spatial information. • Applications from economics to machine learning.
  8. Illuminating trade-offs: the socio-economic impacts of dam…

    https://www.landecon.cam.ac.uk/sites/default/files/2024-03/CEENRG_WP_2024_01_Goodman.pdf
    21 Mar 2024: Fan et al. (2022) demonstrate a correspondence between dam construction and economic and. ... economic conditions such as income and education. They find ephemeral but positive socio-.
  9. Clamping Variables and Approximate Inference Adrian WellerColumbia…

    https://mlg.eng.cam.ac.uk/adrian/NeurIPS14-clamp.pdf
    21 Mar 2024: In UAI, 2009. P. Milgrom. The envelope theorems. Department of Economics, Standford University, Mimeo, 1999.
  10. Methods for Inference in Graphical Models

    https://mlg.eng.cam.ac.uk/adrian/phd_FINAL.pdf
    21 Mar 2024: cave functions. They have attracted attention in combinatorics (Lovász, 1983), economics (Topkis,.
  11. Discovering Interpretable Representations for Both Deep Generative…

    https://mlg.eng.cam.ac.uk/adrian/ICML18-Discovering.pdf
    21 Mar 2024: 1. IntroductionLearning interpretable data representations is becomingever more important as machine learning models grow insize and complexity, and as applications reach critical so-cial, economic and public health domains.

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