Dec 19, 2024  
USC Catalogue 2019-2020 
    
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USC Catalogue 2019-2020 [ARCHIVED CATALOGUE]

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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


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