Optimizing Optimization: Scalable Convex Programming with Proximal Operators

Convex optimization has developed a wide variety of useful tools critical to many applications in machine learning. However, unlike linear and quadratic programming, general convex solvers have not yet reached sufficient maturity to fully decouple the convex programming model from the numerical algo...

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Bibliographic Details
Main Author: Wytock, Matt
Format: Others
Published: Research Showcase @ CMU 2016
Subjects:
Online Access:http://repository.cmu.edu/dissertations/785
http://repository.cmu.edu/cgi/viewcontent.cgi?article=1824&context=dissertations