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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 II、是金融数学系的数值分析、常微分方程、偏微分方程、回归分
析、金融数学及金融工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 Linear Algebra II. It’s also a prerequisite for many
mathematics curriculums including Numerical analysis, Ordinary differential equations,
Partial differential equations, Regression analysis, Financial Mathematics and Financial
Engineering and etc.
其它要求修读本课程的学系
Cross-listing Dept.
此课的对象是数学及物理等对数学要求较高的学生。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。通过本课程的学习,学生还能了解如何使用 MATLAB 等科学计算软件进行基本的矩阵计算和求
解线性方程组。
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.)