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Updated: Jan 15, 2026

Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
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Published on: January 8, 2020

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通过反流来学习共变量转移下的反事实公平代表

Yiliang Xia, Xiaohang Zhang, Zhengren Li

    IEEE transactions on neural networks and learning systems
    |October 6, 2025
    PubMed
    概括

    这项研究介绍了反事实反流变量自编码器 (CRVAE) 以实现更公平的AI. CRVAE增强了个人公平性和模型通用性,即使数据分布发生变化.

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    Regression toward the mean (“RTM”) is a phenomenon in which extremely high or low values—for example, and individual’s blood pressure at a particular moment—appear closer to a group’s average upon remeasuring. Although this statistical peculiarity is the result of random error and chance, it has been problematic across various medical, scientific, financial and psychological applications. In particular, RTM, if not taken into account, can interfere when...
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