May 21, 2024  
USC Catalogue 2023-2024 
    
USC Catalogue 2023-2024

MATH 547 Mathematical Foundations of Statistical Learning Theory

Units: 3
Terms Offered: Fa
Binary classification, empirical risk minimization, support vector machines, voting algorithms and AdaBoost, Vapnik-Chervonenkis combinatorics, concentration-of-measure inequalities, sparse recovery problems, high-dimensional convex geometry.
Prerequisite: MATH 407  or MATH 408 
Instruction Mode: Lecture
Grading Option: Letter