Type of Credit: Elective
Credit(s)
Number of Students
The objective of this course is to provide the students with the essential and fundamental concepts of elementary linear algebra. At the end of this course, the students should be able to apply the tool of linear algebra to other topics, especially those statistics related. (修過上學期課程同學,一律開放加簽,請在開學第一週週五前寫信給老師) (原授課教師薛慧敏教授因故請長假,由吳漢銘老師接替授課)
能力項目說明
The topics include linear equations and matrices, determinants, eigenvalues, eigenvectors, diagonalization, orthogonality, general vector spaces and statistical applications.
|
週 |
課程主題 |
課程內容與指定閱讀 |
教學活動與作業 |
|
1 |
4.1: Intro on Eigenvalues and eigenvectors; 4.2: determinants |
4.1, 4.2 |
4.1, 4.2 |
|
2 |
4.2: Determinants |
4.2 |
4.2 |
|
3 |
4.3: Eigenvalues and eigenvectors |
4.3 |
4.3 |
|
4 |
4.3; 4.4: Similarity and diagonalization |
複習4.1-4.4 |
4.4(I) |
|
5 |
Exam I |
|
段考一 |
|
6 |
4.4: Similarity and diagonalization |
4.4(II) |
4.4(II) |
|
7 |
4.4: Similarity and diagonalization |
4.4(III), 6.3, 6.6 |
4.4(III), 6.3, 6.6 |
|
8 |
6.3, 6.5: Change-of-basis; 4.6: Application on Markov chain |
4.6 |
4.6 |
|
9 |
5.1: Orthogonality in R^n |
複習4.4-5.1 |
5.1 |
|
10 |
Exam II |
|
段考二 |
|
11 |
5.2: Orthogonal complements and projections |
5.2 |
5.2 |
|
12 |
5.3: Gram-Schmidt process & QR factorization; 5.4: Orthogonal diagonalization of symmetric matrices |
5.3 |
5.3 |
|
13 |
5.4; 5.5: Application on Quadratic forms |
5.4 |
5.4 |
|
14 |
校慶運動會 |
|
停課 |
|
15 |
Supplementary: application on PCA |
複習:5.2-5.5 |
5.5 |
|
16 |
Final exam |
|
期末考 |
每週繳交課本每節勾選習題約10+題。
Weekly assignment: 22%
Attendance and participation: 15%
TA class: 3%
Mid term1, mid term 2 and final exam: 60%
(評量方式有不同方案,會在第一週由同學票選決定)
Textbook
Linear Algebra-A Modern Introduction, by David Poole.
Reference
Introductory Linear Algebra, 8/E 2005, by Bernard Kolman & David R. Hill.
Methods of Multivariate Analysis, 2/E, by Alvin C. Rencher.
課程公告、規定及進度,請見教學網站: https://hmwu.idv.tw/