Description:High-dimensional statistical learning has become an increasingly important research area. In this course, we will provide theoretical foundations of high-dimensional learning for several widely studied problems with many applications. More specifically, we will review concentration inequalities, VC dimension, metric entropy and statistical implications, consider high-dimensional lin...
Speaker:Weifeng Sun 孙巍峰Weifeng Sun is an Assistant Professor at YMSC. He holds a Ph.D. in Mathematics from Harvard University (2021) and a B.S. in Mathematics from Tsinghua University (2016). He has been the Szego Assistant Professor at Stanford University since 2021, with an expected tenure until 2024. His research areas encompass gauge theory, low dimensional geometry and topology. Recent...