Reporting location：New Campus Bet365 betting website Building535Smart Lecture Hall
Bet365 betting website time：4month24morning10Points
Bet365 betting website title: Generalization analysis of machine learning algorithms in complex scenarios
Abstract:
Generalization theory attempts to define the deviation between empirical error and expected error，Is one of the core issues in statistical machine learning theory research。Existing generalization error analysis mainly focuses on convex optimization scenarios and assumes that the training data are independently sampled from the same distribution, etc.，And for more complex real-life scenarios，Such as non-convex optimization scenario、Data non-independent and identically distributed scenarios, etc.，There are few studies on generalization theory。This Bet365 betting website will introduce the latest theoretical results of generalization analysis in complex scenarios，Including generalization analysis of stochastic optimization under non-convex scenarios and generalization analysis of federated learning algorithms under non-independent and identical distribution。
Reporter:
Liu Yong，Renmin Bet365 betting website of China，Approved associate professor、Doctoral Supervisor。Engaged in machine learning research，Special focus on statistical learning theory。Publish papers in top journals and conferencesMore than 60 articles，Among them, he has published more than 30 CCF Class A articles as the first author or corresponding author，IEEE TPAMI 、 Artificial Intelligence、 ICML、NeurIPS 20YuArticle. wonRenmin Bet365 betting website of China"Outstanding Scholar",Chinese Academy of SciencesMember of the "Youth Innovation Promotion Association" and the title of "Introducing Outstanding Talents" of the Institute of Bet365 betting website Engineering, Chinese Academy of Sciences。Presiding over multiple scientific research fund projects，Including national natural sciences/YouthProject, Basic Frontier Research Program of Chinese Academy of Sciences,WeChat special project,Tencent Rhino Bird Fund、China Unicom Joint Project、Huawei joint projects, etc.。
