TY - BOOK AU - Absil,P.-A. AU - Mahony,R. AU - Sepulchre,R. TI - Optimization algorithms on matrix manifolds SN - 9781400830244 AV - QA402.5 .A27 2008eb U1 - 518.1 22 PY - 2008/// CY - Princeton, N.J., Woodstock PB - Princeton University Press KW - Mathematical optimization KW - Matrices KW - Algorithms KW - Optimisation mathématique KW - Algorithmes KW - algorithms KW - aat KW - MATHEMATICS KW - Numerical Analysis KW - bisacsh KW - Applied KW - fast KW - Matriser (matematik) KW - sao KW - Optimering KW - Algoritmer KW - Electronic books N1 - Includes bibliographical references and index; Introduction -- Motivation and applications -- Matrix manifolds : first-order geometry -- Line-search algorithms on manifolds -- Matrix manifolds : second-order geometry -- Newton's method -- Trust-region methods -- A constellation of superlinear algorithms N2 - Many problems in the sciences and engineering can be rephrased as optimization problems on matrix search spaces endowed with a so-called manifold structure. This book shows how to exploit the special structure of such problems to develop efficient numerical algorithms. It places careful emphasis on both the numerical formulation of the algorithm and its differential geometric abstraction--illustrating how good algorithms draw equally from the insights of differential geometry, optimization, and numerical analysis. Two more theoretical chapters provide readers with the background in differentia UR - https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=286720 ER -