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)
2
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
线性代数为数值分析、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 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.
本课程的教学目的是在培养与其专业需求相关的应用和计算能力。讲述线性代数基本的概念和理论,包括行列式、矩阵、
向量和向量空间、线性方程组、矩阵的特征值和特征向量以及二次型。建议在习题课上向学生讲授如何使用 MATLAB 等
软件进行矩阵的运算和求解线性方程组。本课程的重点包括行列式的计算、矩阵运算、求解线性方程组以及求解特征值和
特征向量。
To introduce the basic concepts in linear algebra including determinants, matrices, vector spaces and systems of linear
equations, eigenvalues and eigenvectors of matrices, and quadratic forms. In tutorials, let students use MATLAB
performing matrices computation and solving systems of linear equations. The emphasis is on computation of
determinants, operations with matrices, solving systems of linear equations, and solving eigenvalues and eigenvectors
problems.
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;熟练掌握化二次形为标准形的方法;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、以及二次型的基本理论。
After completing this course, students should understand a few basic methods and techniques in Linear algebra. They
should be able to manipulate and compute determinants, manipulate matrices and do matrix algebra, solve systems of
linear equations, compute eigenvalues and eigenvectors and find the canonical form of a quadratic form. After learning
this course, students should also need to understand linear independence and linear dependence, the basis and
orthonormal basis of n-dimensional vector space, similar matrices and diagonalizable matrices and quadratic forms.
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.)