Linear Algebra I(The University of Tokyo Engineering Course/Basic Mathematics)

线性代数I:基本概念

代数学

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作      者
出  版 社
出版时间
2022年07月15日
装      帧
精装
ISBN
9789811257025
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页      码
316 pp
语      种
英文
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图书简介
This is the first volume of the two-volume book on linear algebra, in the University of Tokyo (UTokyo) Engineering Course.The objective of this volume is to present, from the engineering viewpoint, the standard mathematical results in linear algebra such as those on systems of equations and eigenvalue problems. In addition to giving mathematical theorems and formulas, it explains how the mathematical concepts such as rank, eigenvalues, and singular values are linked to engineering applications and numerical computations.In particular, the following four aspects are emphasized. How matrices arise (discretization of differential equations, description of system structures, description of transition probability) What kinds of matrices arise (sparse matrices, positive definite matrices, diagonally-dominant matrices, nonnegative matrices, integer matrices, polynomial matrices) What characteristics we are interested in (rank, eigenvalues, singular values, positive definiteness) How we can compute (expansion formulas of determinants, elementary transformation, estimates of eigenvalues)Key FeaturesThis book takes the approach of developing theories through concrete matrix representations rather than through abstract conceptsIt aims at self-contained presentations of mathematical arguments, so that the reader can follow them without referring to other sourcesSerious effort has been made to relate mathematical concepts and theorems to engineering applications, although no attempt has been made to provide actual case studies that demonstrate the use of linear algebra
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