handbook of linear algebra

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handbook of linear algebra

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[...]... complete coverage of linear algebra, combinatorial linear algebra, and numerical linear algebra, combined with extensive applications to a variety of fields and information on software packages for linear algebra in an easy to use handbook format Content The Handbook covers the major topics of linear algebra at both the graduate and undergraduate level as well as its offshoots (numerical linear algebra and... used throughout linear algebra are not redefined in each chapter The Glossary, covering the terminology of linear algebra, combinatorial linear algebra, and numerical linear algebra, is available at the end of the book to provide definitions of terms that appear in different chapters In addition to the definition, the Glossary also provides the number of the chapter (and section, thereof) where the term... the term algebra means associative algebra In these two chapters, associativity is not assumed Examples: The vector space of n × n matrices over a field F with matrix multiplication is an (associative) algebra Boundary The boundary ∂S of a subset S of the real numbers or the complex numbers is the intersection of the closure of S and the closure of the complement of S Examples: The boundary of S = {x... (Chapters 1 through Chapter 26) covers linear algebra; the second (Chapter 27 through Chapter 36) and third (Chapter 37 through Chapter 49) cover, respectively, combinatorial and numerical linear algebra, two important branches of the subject Applications of linear algebra to other disciplines, both inside and outside of mathematics, comprise the fourth part of the book (Chapter 50 through Chapter... function, the process of linearization often allows difficult problems to be approximated by more manageable linear ones This can provide insight into, and, thanks to ever-more-powerful computers, approximate solutions of the original problem For this reason, people working in all the disciplines referred to above should find the Handbook of Linear Algebra an invaluable resource The Handbook is the first... undergraduate level as well as its offshoots (numerical linear algebra and combinatorial linear algebra) , its applications, and software packages for linear algebra computations The Handbook takes the reader from the very elementary aspects of the subject to the frontiers of current research, and its format (consisting of a number of independent chapters each organized in the same standard way) should make this... professor of mathematics at Iowa State University She received her B.A from Swarthmore College in 1974 and her Ph.D in 1978 from Yale University under the direction of Nathan Jacobson Although originally working in nonassociative algebra, she changed her focus to linear algebra in the mid-1990s Dr Hogben is a frequent organizer of meetings, workshops, and special sessions in combinatorial linear algebra, ... Nonassociative Algebras Murray R Bremner, Lucia I Muakami and Ivan P Shestakov 69-1 70 Lie Algebras Robert Wilson 70-1 Part V Computational Software Interactive Software for Linear Algebra 71 MATLAB Steven J Leon 71-1 72 Linear Algebra in... a¨ Packages of Subroutines for Linear Algebra 74 BLAS Jack Dongarra, Victor Eijkhout, and Julien Langou 74-1 75 LAPACK Zhaojun Bai, James Demmel, Jack Dongarra, Julien Langou, and Jenny Wang 75-1 76 Use of ARPACK and EIGS D C Sorensen 76-1 77 Summary of Software for Linear Algebra Freely... combinatorial linear algebra, including the workshop, “Spectra of Families of Matrices Described by Graphs, Digraphs, and Sign Patterns,” hosted by American Institute of Mathematics in 2006 and the Topics in Linear Algebra Conference hosted by Iowa State University in 2002 She is the Assistant Secretary/Treasurer of the International Linear Algebra Society An active researcher herself, Dr Hogben particularly

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Mục lục

  • Cover Page

  • Title Page

  • ISBN 1584885106

  • Dedication

  • Acknowledgments

  • The Editors

  • Contributors

  • Contents

  • Preface

  • Preliminaries

  • Part I. Linear Algebra

    • Basic Linear Algebra

      • Chapter 1. Vectors, Matrices, and Systems of Linear Equations

      • Chapter 2. Linear Independence, Span, and Bases

      • Chapter 3. Linear Transformations

      • Chapter 4. Determinants and Eigenvalues

      • Chapter 5. Inner Product Spaces, Orthogonal Projection, Least Squares, and Singular Value Decomposition

      • Matrices with Special Properties

        • Chapter 6. Canonical Forms

        • Chapter 7. Unitary Similarity, Normal Matrices, and Spectral Theory

        • Chapter 8. Hermitian and Positive Definite Matrices

        • Chapter 9. Nonnegative Matrices and Stochastic Matrices

        • Chapter 10. Partitioned Matrices

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