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Publications [#339633] of Cynthia D. Rudin

Papers Published

  1. Rudin, C; Ustunb, B, Optimized scoring systems: Toward trust in machine learning for healthcare and criminal justice, Interfaces, vol. 48 no. 5 (September, 2018), pp. 449-466, Institute for Operations Research and the Management Sciences (INFORMS) [doi]
    (last updated on 2019/04/19)

    Abstract:
    © 2018 INFORMS. Abstract. Questions of trust in machine-learning models are becoming increasingly important as these tools are starting to be used widely for high-stakes decisions in medicine and criminal justice. Transparency of models is a key aspect affecting trust. This paper reveals that there is new technology to build transparent machine-learning models that are often as accurate as black-box machine-learning models. These methods have already had an impact in medicine and criminal justice. This work calls into question the overall need for black-box models in these applications. Copyright:

 

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