Yifan Sun 孙怡帆中国人民大学孙怡帆，中国人民大学统计学院教授，博士生导师，人文社科部副部长、数理统计系系主任，教育部人文社会科学重点研究基地应用统计研究中心研究员，全国工业统计学教学研究会常务理事、中国统计教育学会理事，目前主要从事联邦学习和隐私计算领域研究，在NIPS、ICML、AAAI等高人工智能会议和期刊发表学术论文40余篇，主持国家自然科学基金，获教学标兵、北京市高等教育教学成果一等奖等教学奖励。# O...
In statistical learning, various mathematical optimalities are used to characterize performances of different learning methods. They include minimax optimality from a worst-case standpoint and asymptotic efficiency from a rosy view that the regression function to be learned sits there to be discovered. When multiple models, e.g., trees, neural networks and support vector machines, are considere...
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