Optimization methods in machine learning: Theory and applications

We look at the integral role played by convex optimization in various machine learning problems. Over the last few years there has been a lot of machine learning problems which have a (non)smooth convex optimization at its core. These problems generally call for fast first order iterative methods as...

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Bibliographic Details
Main Author: Saha, Ankan
Format: Dissertation
Language:English
Published: ProQuest Dissertations & Theses 01.01.2013
Subjects:
ISBN:1303423448, 9781303423444
Online Access:Get full text
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