基礎生物資訊統計學
Fundamental Statistical Methods in Bioinformatics
| 節 | 週四 |
|---|---|
2 09:00–09:50 | 基礎生物資訊統計學 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
Outline: 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.
The course details may change (time, location, topic, etc.), please refer to the class syllabus on the TIGP Bioinformatics Program website before each class: https://idv.sinica.edu.tw/tigpbio/. 【For Non-BP student】 For Non-BP student to register/sit-in any BP course, it is required to gain course chair's permission: (1) Basic Enrollment Information form (https://forms.gle/oK7vJzzrx9EvybbT9) (2) TIGP-BP Course Registration Consent Form ※ Deadline: the 4th week of each semester. ※ Signature of the course chair should be collected before submission. Incomplete form will not be accepted. ※ Course grade will NOT be given (even class enrollment is completed at school) if fail to follow the above procedures.
無備註
TA: To Be Announced. The course details may change (time, location, topic, etc.), please refer to the class syllabus on the TIGP Bioinformatics Program website before each class: https://idv.sinica.edu.tw/tigpbio/.
Grades: Midterm exam 50%. Final exam 50%.
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備註：If you have any question, please contact the TIGP-BIO program assistant, Ms. Jhih-Rou Lai (tigpbio@gate.sinica.edu.tw)
| 週次 | 主題 |
|---|---|
| 第 1 週 | Descriptive Statistics, Genomic Data Analysis 2024-09-05(四) |
| 第 2 週 | Probability 2024-09-12(四) |
| 第 3 週 | Discrete Distributions and Contingency Tables 2024-09-19(四) |
| 第 4 週 | Continuous distributions and basic statistics 2024-09-26(四) |
| 第 5 週 | Parameter Estimation and Confidence Interval 2024-10-03(四) |
| 第 6 週 | Hypothesis Testing, P-value and False Discovery Rate Rescheduled to 2024-10-09 (Wed) 9:00-12:00. 2024-10-10(四) |
| 第 7 週 | Review Week (No class) 2024-10-17(四) |
| 第 8 週 | Midterm Exam 2024-10-24(四) |
| 第 9 週 | Regression Analysis 2024-10-31(四) |
| 第 10 週 | Survival Data Analysis 2024-11-07(四) |
| 第 11 週 | Logistic Regression and Statistical Meta Analysis 2024-11-14(四) |
| 第 12 週 | Clustering 2024-11-21(四) |
| 第 13 週 | Nonparametric Statistics (I) 2024-11-28(四) |
| 第 14 週 | Nonparametric Statistics (II) 2024-12-05(四) |
| 第 15 週 | Review Week (No class) 2024-12-12(四) |
| 第 16 週 | Final Exam 2024-12-19(四) |
Textbook: Fundamentals of Biostatistics (author: Bernard Rosner), Cengage Learning. Reference book: Pattern Recognition (author: Richard O. Duda, Peter E. Hart, and David G. Stork), Wiley.
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