|
週次 |
日期 |
單元主題 |
|
第10週 |
11/19,11/21 |
數學系自主學習週 (不上課）。
Submit project proposal (1-2 pages) |
|
第1-1週 |
9/17 |
Course overview; Grading policy (by KC) |
|
第1-2週 |
09/19 |
Overview for kernel methods and more (by SY); Introduction to SVD (by IP) |
|
第2-1週 |
9/24 |
Chapter 1. A Model for Dimension Reduction in Regression;
Chapter 2. Sliced Inverse Regression: Basics, in "sir-pHd" ebook |
|
第2-2週 |
9/26 |
PCA (by IP); PCA stability analysis (by SY) |
|
第3-1週 |
10/01 |
Sliced inverse regression |
|
第3-2週 |
10/03 |
PCA stability analysis (SY); PCA rank selection (IP); generalized eigenvalue problem (SY) |
|
第4-1週 |
10/08 |
sliced inverse regression |
|
第4-2週 |
10/10 |
national holiday, no class |
|
第5-1週 |
10/15 |
Chapter 3. Sampling properties of SIR |
|
第5-2週 |
10/17 |
Generalized eigenvalue problem (SY) |
|
第6-1週 |
10/22 |
Stein's Lemma. Linear design condition. |
|
第6-2週 |
10/24 |
Kernel PCA (SY) |
|
第7-1週 |
10/29 |
Chapter 6. Transformation and SIR |
|
第7-2週 |
10/31 |
Kernel PCA (SY).
Tensor methods (IP).
|
|
第8-1週 |
11/05 |
Chapter 7. Principal Hessian Directions. |
|
第8-2週 |
11/7 |
Tensor methods (IP).
Homework 5 discussion (見作業區作業觀摩). |
|
第9-1週 |
11/12 |
Chapter 5. Generalization of SIR: second moment based methods. |
|
第9-2週 |
11/14 |
檢討作業。討論期末報告相關事宜。
basic multilinear algebra, MPCA
|
|
第11-1週 |
11/26 |
Chapter 11. Errors in Regressors.
Chapter 14. Generalizing Fisher's LDA via the SIR approach. |
|
第11-2週 |
11/28 |
Basic theory of kernel induced Hilbert space. Kernel PCA, kernel LDA. |
|
第12-1週 |
12/03 |
Chapter 8. Linear design condition. |
|
第12-2週 |
12/05 |
Kernel Fisher discriminant analysis |
|
第13-1週 |
12/10 |
Chapter 16. Tree-structured regression via pHd.
Chapter 17. Multivariate outcome data. |
|
第13-2週 |
12/12 |
SVM. 張志瑋＆洪仲言Kernel PCA, SVM demo. |
|
第14-1週 |
12/17 |
Liquid association |
|
第14-2週 |
12/19 |
Student oral presentations. Please prepare for a 5-10 minute presentation of project preliminary results.
Upload your slides at 作業區.
(楊剛仲丶姜慧如丶黃世豪、廖沛倫丶黃子
禎丶李杰翰、林思宏＆楊同榮丶陸裕豪 請準備，其餘同學排在下週）
|
|
第15-1週 |
12/24 |
Factor analysis |
|
第15-2週 |
12/26 |
姜慧如丶陸裕豪丶黃子禎丶蔡政昱丶王俊庭、喻承俊丶蕭奕&蔡佳文&林哲宇 |
|
第15-3週 |
12/27 |
李育誠丶林哲宇&蔡佳文&蕭奕 |
|
第16-1週 |
12/31 |
If you need help with your projects, we will be available for discussion, 8:30-11:00 am. Please come to 天數大樓611室. |
|
第16-2週 |
2015/01/02 |
National holiday, no class. |
|
第17-1週 |
1/07 |
No class today, move to Friday. |
|
第17-2週 |
01/09 |
9:00 - 12:00. Final project results presentation (10 minutes for individual presentation, 15 minutes for group presentation). Upload your report to 作業區.
喻承俊、林哲宇＆蔡佳文＆蕭奕丶李育誠丶王俊庭丶蔡政昱、姜慧如丶陸裕豪丶林思宏＆楊同榮丶黃子禎、李杰翰、廖沛倫丶楊剛仲丶張志瑋＆洪仲言丶黃世豪。 |