Introduction to Matrix Analysis and Applications

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Matrices can be studied in different ways. They are a linear algebraic structure and have a topological/analytical aspect (for example, the normed space of matrices) and they also carry an order structure that is induced by positive semidefinite matrices. The interplay of these closely related structures is an essential feature of matrix analysis.

This book explains these aspects of matrix analysis from a functional analysis point of view. After an introduction to matrices and functional analysis, it covers more advanced topics such as matrix monotone functions, matrix means, majorization and entropies. Several applications to quantum information are also included.

Introduction to Matrix Analysis and Applications is appropriate for an advanced graduate course on matrix analysis, particularly aimed at studying quantum information. It can also be used as a reference for researchers in quantum information, statistics, engineering and economics.

Author(s): Fumio Hiai, Dénes Petz (auth.)
Series: Universitext
Edition: 1
Publisher: Springer International Publishing
Year: 2014

Language: English
Pages: 332
City: New Delhi, India
Tags: Linear and Multilinear Algebras, Matrix Theory

Front Matter....Pages i-viii
Fundamentals of Operators and Matrices....Pages 1-53
Mappings and Algebras....Pages 55-100
Functional Calculus and Derivation....Pages 101-135
Matrix Monotone Functions and Convexity....Pages 137-185
Matrix Means and Inequalities....Pages 187-226
Majorization and Singular Values....Pages 227-271
Some Applications....Pages 273-322
Back Matter....Pages 323-332