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  • title: RISE: Robust Individualized Decision Learning with Sensitive Variables
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            RISE: Robust Individualized Decision Learning with Sensitive Variables
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            RISE: Robust Individualized Decision Learning with Sensitive Variables

            Nov 28, 2022

            Speakers

            XET

            Xiaoqing Ellen Tan

            Speaker · 0 followers

            ZQ

            Zhengling Qi

            Speaker · 0 followers

            CS

            Christopher Seymour

            Speaker · 0 followers

            About

            This paper introduces RISE, a robust individualized decision learning framework with sensitive variables, where sensitive variables are collectible data and important to the intervention decision, but their inclusion in decision making is prohibited due to reasons such as delayed availability or fairness concerns. A naive baseline is to ignore these sensitive variables in learning decision rules, leading to significant uncertainty and bias. To address this, we propose a decision learning framewo…

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            NeurIPS 2022

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