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Convex functions and optimization methods on Riemannian manifolds

This unique monograph discusses the interaction between Riemannian geometry, convex programming, numerical analysis, dynamical systems and mathematical modelling. The book is the first account of the development of this subject as it emerged at the beginning of the 'seventies. A unified theory...

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Detalles Bibliográficos
Autor principal: Udrişte, Constantin
Lenguaje:eng
Publicado: Springer 1994
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-94-015-8390-9
http://cds.cern.ch/record/1667172
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author Udrişte, Constantin
author_facet Udrişte, Constantin
author_sort Udrişte, Constantin
collection CERN
description This unique monograph discusses the interaction between Riemannian geometry, convex programming, numerical analysis, dynamical systems and mathematical modelling. The book is the first account of the development of this subject as it emerged at the beginning of the 'seventies. A unified theory of convexity of functions, dynamical systems and optimization methods on Riemannian manifolds is also presented. Topics covered include geodesics and completeness of Riemannian manifolds, variations of the p-energy of a curve and Jacobi fields, convex programs on Riemannian manifolds, geometrical constructions of convex functions, flows and energies, applications of convexity, descent algorithms on Riemannian manifolds, TC and TP programs for calculations and plots, all allowing the user to explore and experiment interactively with real life problems in the language of Riemannian geometry. An appendix is devoted to convexity and completeness in Finsler manifolds. For students and researchers in such diverse fields as pure and applied mathematics, and applied sciences like physics, chemistry, biology, and engineering.
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spelling cern-16671722021-04-21T21:15:10Zdoi:10.1007/978-94-015-8390-9http://cds.cern.ch/record/1667172engUdrişte, ConstantinConvex functions and optimization methods on Riemannian manifoldsMathematical Physics and MathematicsThis unique monograph discusses the interaction between Riemannian geometry, convex programming, numerical analysis, dynamical systems and mathematical modelling. The book is the first account of the development of this subject as it emerged at the beginning of the 'seventies. A unified theory of convexity of functions, dynamical systems and optimization methods on Riemannian manifolds is also presented. Topics covered include geodesics and completeness of Riemannian manifolds, variations of the p-energy of a curve and Jacobi fields, convex programs on Riemannian manifolds, geometrical constructions of convex functions, flows and energies, applications of convexity, descent algorithms on Riemannian manifolds, TC and TP programs for calculations and plots, all allowing the user to explore and experiment interactively with real life problems in the language of Riemannian geometry. An appendix is devoted to convexity and completeness in Finsler manifolds. For students and researchers in such diverse fields as pure and applied mathematics, and applied sciences like physics, chemistry, biology, and engineering.Springeroai:cds.cern.ch:16671721994
spellingShingle Mathematical Physics and Mathematics
Udrişte, Constantin
Convex functions and optimization methods on Riemannian manifolds
title Convex functions and optimization methods on Riemannian manifolds
title_full Convex functions and optimization methods on Riemannian manifolds
title_fullStr Convex functions and optimization methods on Riemannian manifolds
title_full_unstemmed Convex functions and optimization methods on Riemannian manifolds
title_short Convex functions and optimization methods on Riemannian manifolds
title_sort convex functions and optimization methods on riemannian manifolds
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-94-015-8390-9
http://cds.cern.ch/record/1667172
work_keys_str_mv AT udristeconstantin convexfunctionsandoptimizationmethodsonriemannianmanifolds