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Applied linear algebra and matrix analysis

In its second edition, this textbook offers a fresh approach to matrix and linear algebra. Its blend of theory, computational exercises, and analytical writing projects is designed to highlight the interplay between these aspects of an application. This approach places special emphasis on linear alg...

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Detalles Bibliográficos
Autor principal: Shores, Thomas S
Lenguaje:eng
Publicado: Springer 2018
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-74748-4
http://cds.cern.ch/record/2622110
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author Shores, Thomas S
author_facet Shores, Thomas S
author_sort Shores, Thomas S
collection CERN
description In its second edition, this textbook offers a fresh approach to matrix and linear algebra. Its blend of theory, computational exercises, and analytical writing projects is designed to highlight the interplay between these aspects of an application. This approach places special emphasis on linear algebra as an experimental science that provides tools for solving concrete problems. The second edition’s revised text discusses applications of linear algebra like graph theory and network modeling methods used in Google’s PageRank algorithm. Other new materials include modeling examples of diffusive processes, linear programming, image processing, digital signal processing, and Fourier analysis. These topics are woven into the core material of Gaussian elimination and other matrix operations; eigenvalues, eigenvectors, and discrete dynamical systems; and the geometrical aspects of vector spaces. Intended for a one-semester undergraduate course without a strict calculus prerequisite, Applied Linear Algebra and Matrix Analysis augments the key elements of linear algebra with a wide choice of optional sections. With the book’s selection of applications and platform-independent assignments, instructors can tailor the curriculum to suit specific interests and ensure students across various disciplines are equipped with the powerful tools of linear algebra. .
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spelling cern-26221102021-04-21T18:48:51Zdoi:10.1007/978-3-319-74748-4http://cds.cern.ch/record/2622110engShores, Thomas SApplied linear algebra and matrix analysisMathematical Physics and MathematicsIn its second edition, this textbook offers a fresh approach to matrix and linear algebra. Its blend of theory, computational exercises, and analytical writing projects is designed to highlight the interplay between these aspects of an application. This approach places special emphasis on linear algebra as an experimental science that provides tools for solving concrete problems. The second edition’s revised text discusses applications of linear algebra like graph theory and network modeling methods used in Google’s PageRank algorithm. Other new materials include modeling examples of diffusive processes, linear programming, image processing, digital signal processing, and Fourier analysis. These topics are woven into the core material of Gaussian elimination and other matrix operations; eigenvalues, eigenvectors, and discrete dynamical systems; and the geometrical aspects of vector spaces. Intended for a one-semester undergraduate course without a strict calculus prerequisite, Applied Linear Algebra and Matrix Analysis augments the key elements of linear algebra with a wide choice of optional sections. With the book’s selection of applications and platform-independent assignments, instructors can tailor the curriculum to suit specific interests and ensure students across various disciplines are equipped with the powerful tools of linear algebra. .Springeroai:cds.cern.ch:26221102018
spellingShingle Mathematical Physics and Mathematics
Shores, Thomas S
Applied linear algebra and matrix analysis
title Applied linear algebra and matrix analysis
title_full Applied linear algebra and matrix analysis
title_fullStr Applied linear algebra and matrix analysis
title_full_unstemmed Applied linear algebra and matrix analysis
title_short Applied linear algebra and matrix analysis
title_sort applied linear algebra and matrix analysis
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-319-74748-4
http://cds.cern.ch/record/2622110
work_keys_str_mv AT shoresthomass appliedlinearalgebraandmatrixanalysis