生物統計學
Biostatistics
| 節 | 週一 |
|---|---|
3 10:10–11:00 | 生物統計學 YB624(陽明) 2 節連堂 |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
1. Understand the basic concepts and know how to use appropriate methods to analyze data 2. Know how to conduct the analysis and interpret the analysis results
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無備註
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HW 40% Quiz 30% Mid-term exam and Final exam 30%
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| 週次 | 主題 |
|---|---|
| 第 1 週 | 1. Introduction: population vs sample 2. Data characteristics 2021/09/12 |
| 第 2 週 | Descriptive statistics 1. mean, standard deviation 2. median, Q1, Q3 3. coefficient of variation 4 statistical software: SPSS 2021/09/19 |
| 第 3 週 | Commonly used distributions: 1. Normal distribution 2. Binomial distribution (for binary data) 2. Excel 3. Sampling distribution of sample mean 4. LLN, CLT 2021/09/26 |
| 第 4 週 | Point estimation for the population mean (I): 1. Point estimation and interval estimation 2. One sample inference: mean 3. t-distribution 2021/10/03 |
| 第 5 週 | 國慶日調整放假 2021/10/10 |
| 第 6 週 | Point estimation (II): Two independent samples: difference in means and proportions 2021/10/17 |
| 第 7 週 | Point estimation for the population proportion (III): 1. One sample: proportion 2. Two independent samples: difference in proportions 2021/10/24 |
| 第 8 週 | Mid-term exam 2021/10/31 |
| 第 9 週 | Testing (I): 1. Null hypothesis and alternative hypothesis 2. Type I error and Type 2 error 2021/11/07 |
| 第 10 週 | Testing (II): 3. Significant level 4. P-value, Critical region and critical value 5. Type I error and Type II error 4. One-sample t-test: one-tail t test and two-tail t test 2021/11/14 |
| 第 11 週 | Testing (III): 1. Two-sample t-test 2. Test vs confidence interval 2021/11/21 |
| 第 12 週 | 1. pair t-test 2. two-sample proportions test 2021/11/28 |
| 第 13 週 | Chi-square test ANOVA McNemar's test 2021/12/05 |
| 第 14 週 | Linear regression analysis for continuous outcomes 1. linear association: Pearson''s correlation vs Spearman''a rank correlation 2. Multiple regression model 2021/12/12 |
| 第 15 週 | Logistic regression model for binary outcomes 1. Odds ratio 2. Logistic regression model 2021/12/19 |
| 第 16 週 | Final exam 2021/12/26 |
| 第 17 週 | 開國紀念日調整放假 2022/01/02 |
| 第 18 週 | Survival analysis 2022/01/9 |
Textbook: Biostatistics, basic concepts and methodology for the health sciences, 10th edition. Daniel and Cross, 2014, Wiley. Reference ‧ 生物統計原理 第2板 Principle of Biostatistics, 2nd ed. 原著Pagano et la., 翻譯:林維森等 歐亞書局 生物醫學統計概論,戴政與江淑瓊著
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