Logo

Convex Optimization: Algorithms and Complexity

Large book cover: Convex Optimization: Algorithms and Complexity

Convex Optimization: Algorithms and Complexity
by

Publisher: arXiv.org
Number of pages: 130

Description:
This monograph presents the main complexity theorems in convex optimization and their corresponding algorithms. Starting from the fundamental theory of black-box optimization, the material progresses towards recent advances in structural optimization and stochastic optimization.

Home page url

Download or read it online for free here:
Download link
(1.1MB, PDF)

Similar books

Book cover: Linear Optimisation and Numerical AnalysisLinear Optimisation and Numerical Analysis
by - University of Aberdeen
The book describes the simplex algorithm and shows how it can be used to solve real problems. It shows how previous results in linear algebra give a framework for understanding the simplex algorithm and describes other optimization algorithms.
(13281 views)
Book cover: Decision Making and Productivity MeasurementDecision Making and Productivity Measurement
by - arXiv
I wrote this book as a self-teaching tool to assist every teacher, student, mathematician or non-mathematician, and to support their understanding of the elementary concepts on assessing the performance of a set of homogenous firms ...
(5171 views)
Book cover: The Design of Approximation AlgorithmsThe Design of Approximation Algorithms
by - Cambridge University Press
This book shows how to design approximation algorithms: efficient algorithms that find provably near-optimal solutions. It is organized around techniques for designing approximation algorithms, including greedy and local search algorithms.
(13957 views)
Book cover: Iterative Methods for OptimizationIterative Methods for Optimization
by - Society for Industrial Mathematics
This book presents a carefully selected group of methods for unconstrained and bound constrained optimization problems and analyzes them in depth both theoretically and algorithmically. It focuses on clarity in algorithmic description and analysis.
(9365 views)