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Oct, 2023
共形上下文鲁棒优化
Conformal Contextual Robust Optimization
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Yash Patel, Sahana Rayan, Ambuj Tewari
TL;DR
基于数据驱动的方法预测后优化决策问题,使用非凸生成模型的情景预测区域构建了 Conformal-Predict-Then-Optimize(CPO)框架,保证了鲁棒性,并通过提供可视化的不确定性区域的语义化摘要,为最优决策提供了定性的直觉。
Abstract
data-driven approaches
to
predict-then-optimize decision-making
problems seek to mitigate the risk of uncertainty region misspecification in safety-critical settings. Current approaches, however, suffer from cons
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