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Nov, 2023
代理预测优化:学习预测和优化的联合模型
Predict-Then-Optimize by Proxy: Learning Joint Models of Prediction and Optimization
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James Kotary, Vincenzo Di Vito, Jacob Christopher, Pascal Van Hentenryck, Ferdinando Fioretto
TL;DR
从观测特征中通过预测模型直接学习最优解的方法被提出,该方法是泛化的,基于学习优化范式,能够提供高效、准确和灵活的解决方案给一系列具有挑战性的预测优化问题。
Abstract
Many real-world decision processes are modeled by
optimization problems
whose defining parameters are unknown and must be inferred from observable data. The
predict-then-optimize framework
uses
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