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This book is devoted to studying algorithms for the solution of a class of quadratic matrix and vector equations. These equations appear, in different forms, in several practical applications, especially in applied probability and control theory. The equations are first presented using a novel unifying approach; then, specific numerical methods are presented for the cases most relevant for applications, and new algorithms and theoretical results developed by the author are presented. The book focuses on matrix multiplication-rich iterations such as cyclic reduction and the structured doubling algorithm (SDA) and contains a variety of new research results which, as of today, are only available in articles or preprints.Linear algebra preliminaries. Quadratic vector equations. A Perron vector iteration for QVEs. Unilateral quadratic matrix equations. Nonsymmetric algebraic Riccati equations. Transforming NAREs into UQMEs. Storage optimal algorithms for Cauchy-like matrices. Newton method for rank-structured algebraic Riccati equations. Lur'e equations. Generalized SDA. An effective matrix geometric mean. Constructing other matrix geometric means.
This book is devoted to studying algorithms for the solution of a class of quadratic matrix and vector equations. These equations appear, in different forms, in several practical applications, especially in applied probability and control theory. The equations are first presented using a novel unifying approach; then, specific numerical methods are presented for the cases most relevant for applications, and new algorithms and theoretical results developed by the author are presented. The book focuses on matrix multiplication-rich iterations such as cyclic reduction and the structured doubling algorithm (SDA) and contains a variety of new research results which, as of today, are only available in articles or preprints.
Contains a new unifying approach to quadratic vectl,
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