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B.Sc. Thesis Seminars |
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Course Information |
Time and Place (时间表):
Thursday 6:00PM-8:50PM, The 2nd Lecture Hall, Rm 511 (第二教学楼 511)
Thesis Requirement. Electronic Submission Deadline: June 14.
Reference (参考教材)
The Elements of Statistical Learning. 2nd Ed. By Hastie, Tibshirani, and Friedman
Schedule
| Week | Topic/Slides | Data/Codes | Presenters |
| 1 | 1. Review on Statistical Machine Learning 2. Review on Personal Ongoing Projects | Y.Y. | |
| 2 | Chapter 2 (ppt) | JI Zhanglong (季张龙) | |
| 3 | 1. Chapter 3 (pptx) 2. Microsoft Click-through Data (readme.txt) | data/matlab | HUANG Shiqiong (黄世琼) |
| 4 | 1. Chapter 4 (pptx) 2. Chapter 5 (pptx) | LI Jian (李健) TANG Mingyu (唐明宇) |
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| 5 | 1. Chapter 5-II (ppt) 2. Hodge Theory and Statistical Ranking (ppt) | Y. Y. | |
| 6 | Chapter 6 (pptx) | ZHANG Yuxin (张宇欣) | |
| 7 | Chapter 7 (ppt) | SHEN Zhiyuan (沈致远) | |
| 8 | Chapter 8 (ppt) | LI Kang (李康) | |
| 9 | Chapter 9 (ppt) | ZHAN Xiang (占翔) | |
| 10 | Chapter 10 (ppt) CAP (slides) Paper (Zhao-Rocha-Yu'09 ) | lars.zip (matlab) blasso.zip (matlab) iCAP.zip (matlab) hiCAP.zip (matlab) | Y.Y. ZHANG Yuxin (张宇欣) |
| 11 | Chapter 11 (ppt) | ZHU Yao (祝垚) | |
| 12 | Chapter 12 by YU Gaoran (ppt) Chapter 12 used by YY (ppt) | http://www.support-vector-machines.org/ recommended: svm_light by Joachims | prepared by YU Gaoran(虞高然) presented by Y.Y. |
Datasets and Codes
| Datasets/Codes | Providers |
| Microsoft Click-through Data 1: readme.txt data+matlab (zip) | LI Hang, XU Jun (MSRA) for data YAO Yuan for matlab |
| Keyword Sales: sample readme.txt data (csv) | Prof. WANG Hansheng (PKU) |
| P&G Statistics Competition: readme.doc project1.xls project2.xls | P&G Co. Ltd. |
by YAO, Yuan.