Amir Beck ... 294 pages - Publisher: SIAM-Society for Industrial and Applied Mathematics; (October, 2014) ... Language: English - ISBN-10: 1611973643 - ISBN-13: 978-1611973648 ...
This book provides the foundations of the theory of nonlinear
optimization as well as some related algorithms and presents a variety
of applications from diverse areas of applied sciences. The author
combines three pillars of optimization-theoretical and algorithmic
foundation, familiarity with various applications, and the ability to
apply the theory and algorithms on actual problems-and rigorously and
gradually builds the connection between theory, algorithms,
applications, and implementation. Readers will find more than
170 theoretical, algorithmic, and numerical exercises that deepen and
enhance the reader's understanding of the topics. The author includes
several subjects not typically found in optimization books-for example,
optimality conditions in sparsity-constrained optimization, hidden
convexity, and total least squares. The book also offers a large number
of applications discussed theoretically and algorithmically, such as
circle fitting, Chebyshev center, the Fermat-Weber problem, denoising,
clustering, total least squares, and orthogonal regression and
theoretical and algorithmic topics demonstrated by the MATLAB toolbox
CVX and a package of m-files that is posted on the book's web site.