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2
选课人数限额(可不填)
Maximum Enrolment
(Optional)
其它(请具体注明)
Other(Please specify)
先修课程、其它学习要求
Pre-requisites or Other
Academic Requirements
后续课程、其它学习规划
Courses for which this
course is a pre-requisite
后续课程为线性代数精讲、数值分析、常微分方程、偏微分方程等课程的先修课程,同时
也是其他工程学科多门专业课的先修课程。
Linear Algebra is a prerequisite for Advanced Linear Algebra. It’s also a prerequisite for
many mathematics curriculums including Numerical analysis, Ordinary differential
equations, Partial differential equations and etc.
其它要求修读本课程的学系
Cross-listing Dept.
本课程的教学目的是培养严谨的逻辑推理和抽象思维能力。讲述线性代数基本的概念和理论,包括线性方程组、矩阵代
数、行列式、向量空间、线性变换、正交性理论、特征值和特征向量、奇异值分解以及二次型等相关理论,为进一步学习
线性代数 II 的内容打下坚实的基础。本课程的重点包括矩阵运算、求解线性方程组、向量空间、线性变换的相关理论求解
特征值和特征向量以及二次型。
To introduce the basic concepts in linear algebra including systems of linear equations, matrix algebra, determinants,
vector spaces, linear transformations, eigenvalues and eigenvectors, singular value decomposition and quadratic forms.
It is a prerequisite for Linear Algebra II. The emphasis is on operations with matrices, solving systems of linear
equations, fundamental theory of vector spaces and linear transformations, solving eigenvalues and eigenvectors
problems, and quadratic forms.
通过对本课程的学习,学生可以理解和掌握线性代数的基本理论和技巧,能够熟练掌握行列式的基本理论和求解方法;熟
练掌握矩阵的基本运算和矩阵的逆;熟练掌握求解线性方程组的方法;熟练掌握矩阵特征值和特征向量的计算;熟练掌握
斯密特(Schmidt)正交化方法;理解向量线性相关性的理论、n 维实空间的基和正交基、相似矩阵及矩阵可对角化、二次型
的基本理论以及线性变换。
After completing this course, students should understand the basic methods and techniques in Linear Algebra. They
should be able to compute determinants, manipulate matrices and do matrix algebra, solve systems of linear equations,
compute eigenvalues and eigenvectors. After learning this course, students should be able to understand the basic
concepts of linear independence and linear dependence, the basis and orthonormal basis of n-dimensional vector
space, similar matrices and diagonalizable matrices, quadratic forms and linear transformations.
课程内容及教学日历 (如授课语言以英文为主,则课程内容介绍可以用英文;如团队教学或模块教学,教学日历须注明
主讲人)
Course Contents (in Parts/Chapters/Sections/Weeks. Please notify name of instructor for course section(s), if
this is a team teaching or module course.)