Statistical Learning Theory and Stochastic Optimization

Statistical Learning Theory and Stochastic Optimization

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Statistical Learning Theory and Stochastic Optimization

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Statistical learning theory is aimed at analyzing complex data with necessarily approximate models. This book is intended for an audience with a graduate backgr

Statistical learning theory and stochastic optimization

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Stochastic Optimization for Multi-Agent Statistical Learning and Control

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The goal of this thesis is to develop a mathematical framework for optimal, accurate, and affordable complexity statistical learning among networks of autonomou

First-order and Stochastic Optimization Methods for Machine Learning

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This book covers not only foundational materials but also the most recent progresses made during the past few years on the area of machine learning algorithms.