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Introduction to applied linear algebra : vectors, matrices, and least squares / Stephen P. Boyd, Lieven Vandenberghe
Cambridge : Cambridge University Press, 2018
473 p. ;
Ký hiệu phân loại (DDC): 512.5
This groundbreaking textbook combines straightforward explanations with a wealth of practical examples to offer an innovative approach to teaching linear algebra. Requiring no prior knowledge of the subject, it covers the aspects of linear algebra - vectors, matrices, and least squares - that are needed for engineering applications, discussing examples across data science, machine learning and artificial intelligence, signal and image processing, tomography, navigation, control, and finance. The numerous practical exercises throughout allow students to test their understanding and translate their knowledge into solving real-world problems, with lecture slides, additional computational exercises in Julia and MATLAB®, and data sets accompanying the book online. Suitable for both one-semester and one-quarter courses, as well as self-study, this self-contained text provides beginning students with the foundation they need to progress to more advanced study.
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Matrices and their roots : a textbook of matrix algebra / A. R. G. Heesterman
Singapore : World Scientific, 1990.
xxiii, 444 pages. : illustrations ; 23 cm.
Ký hiệu phân loại (DDC): 512.9
The book addresses two groups of students who need mathematics in an applied context: undergraduate students starting from scratch and graduate students who need references, but are not math experts, however, Regular math textbooks don't serve the best. which will generally be at a higher level of abstraction. It provides a full range of cross-cutting evidence and is illustrated with a large number of numerical examples, reinforcing students' grasp of the topics covered in the corresponding exercises and answer sheets, as well as by the respective instruction program
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Symplectic matrices : first order systems and special relativity / Mark Kauderer
Singapore : World Scientific, 1994.
xii, 320 pages. ; 23 cm.
Ký hiệu phân loại (DDC): 530.1
The recent developments in canonical transforms, matrix theory, block Kronecker multiplications, and other areas are applied to extend and simplify results in the theory of first order systems and special relativity.
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