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
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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%.
教師未提供此項資料
| 週次 | 主題 |
|---|---|
| 第 1 週 | Descriptive Statistics, Genomic Data Analysis 09/14 (Wed) |
| 第 2 週 | Probability 09/22 |
| 第 3 週 | Discrete Distributions and Contingency Tables 09/29 |
| 第 4 週 | Continuous Distributions, Expectations and Basic Statistics 10/06 |
| 第 5 週 | Parameter Estimation and Confidence Interval 10/13 |
| 第 6 週 | Hypothesis Testing, P-value and False Discovery Rate 10/20 |
| 第 7 週 | Analysis of Categorical Data, Chisq and Multinomial 10/27 |
| 第 8 週 | Review Week 11/03 |
| 第 9 週 | Midterm Exam 11/10 |
| 第 10 週 | Regression Analysis and ANOVA 11/17 |
| 第 11 週 | Logistic Regression and Statistical Meta Analysis 11/24 |
| 第 12 週 | Survival Data Analysis 12/01 |
| 第 13 週 | Clustering 12/08 |
| 第 14 週 | Classification 12/15 |
| 第 15 週 | Nonparametric Statistics (I) 12/22 |
| 第 16 週 | Nonparametric Statistics (II) 12/29 |
| 第 17 週 | Review Week 01/05 |
| 第 18 週 | Final Exam 01/12 |
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