生物機器學習
Machine Learning in Computational Biology
| 節 | 週四 |
|---|---|
2 09:00–09:50 | 生物機器學習 3 節連堂 |
3 10:10–11:00 | |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
This course covers the fundamentals of statistics and basic tools for bioinformatics analysis. In the first part students will learn basic statistical concepts and methods, including probability, random variables and distributions, parameter estimation, hypothesis testing, regression analysis, and categorical data analysis. In the second part several commonly used methods in bioinformatics will be introduced, including statistical meta analysis, survival analysis, clustering, classification, and nonparametric statistics.
Please refer to the following wesite for details: http://tigpbp.iis.sinica.edu.tw/tigpbio/2016Fall.html#S
Reference book: Pattern Recognition (author: Richard O. Duda, Peter E. Hart, and David G. Stork), Wiley. TA: Lovely Raghav (羅芙琳) Email: lovely@iis.sinica.edu.tw
Midterm exam 50%. Final exam 50%.
| 週次 | 主題 |
|---|---|
| 第 1 週 | Descriptive Statistics, Genomic Data Analysis |
| 第 2 週 | Probability |
| 第 3 週 | Discrete Distributions and Contingency Tables |
| 第 4 週 | Continuous Distributions, Expectations and Basic Statistics |
| 第 5 週 | Parameter Estimation and Confidence Interval |
| 第 6 週 | Hypothesis Testing, P-value and False Discovery Rate |
| 第 7 週 | Analysis of Categorical Data, Chisq and Multinomial |
| 第 8 週 | Review Week |
| 第 9 週 | Midterm Exam |
| 第 10 週 | Regression Analysis and ANOVA |
| 第 11 週 | Logistic Regression and Statistical Meta Analysis |
| 第 12 週 | Survival Data Analysis |
| 第 13 週 | Clustering |
| 第 14 週 | Classification |
| 第 15 週 | Nonparametric Statistics (I) |
| 第 16 週 | Nonparametric Statistics (II) |
| 第 17 週 | Review Week |
| 第 18 週 | Final Exam |
Fundamentals of Biostatistics (author: Bernard Rosner), Cengage Learning.
- 地點
- by appointment
- 時間
- by appointment
- 聯絡方式
- Chen-Hsiang Yeang, chyeang@stat.sinica.edu.tw Hsin-Chou Yang, hsinchou@stat.sinica.edu.tw Shinsheng Yuan, syuan@stat.sinica.edu.tw Grace S. Shieh, gshieh3@stat.sinica.edu.tw Hsuan-Yu Chen, hychen@stat.sinica.edu.tw Wei-Chung Liu ; wliu1975@stat.sinica.edu.tw