Algorithms with Calibrated Machine Learning Predictions
具有校准机器学习预测的算法
机构 * Department of Management Science \& Engineering, Stanford University, Stanford, CA, USA ; Department of Computer Science, Stanford University, Stanford, CA, USA
AI总结 本文提出校准作为连接预测信任与算法性能的桥梁,通过滑雪租赁和在线任务调度案例,展示校准预测在高方差环境下提升性能的效果。
Comments Matches the camera-ready version accepted at ICML 2025