seabet mobile ：New Campus Information Building535Smart Lecture Hall
Report time：4month24Morning10Point
Report 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 seabet app download that 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 report 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 seabet mobile learning algorithms under non-independent and identical distribution。
Reporter:
Liu Yong，Renmin University 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 University 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 Information Engineering, Chinese Academy of Sciences。Presided over multiple scientific research fund projects，Including national natural sciences/YouthProject, Basic Frontier Science Research Program of Chinese Academy of Sciences,WeChat special project,Tencent Rhino Bird Fund、China Unicom Joint Project、Huawei joint projects, etc.。
