統計應用方法
Applied Methods in Statistics
| 節 | 週三 |
|---|---|
2 09:00–09:50 | 統計應用方法 A306 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
學習實用的統計分析工具, 如迴歸分析, 列聯表分析,變異數分析,多變量統計方法 (需要使用統計軟體分析資料) The course covers important statistical methods including regression analysis, analysis of variance, categorical data analysis and multivariate analysis ... etc. Students will also learn to use R to analyze real-world data. 參考 syllabus: https://drive.google.com/file/d/1IBzBUXqVjVK2cFTD7HEG2RM6E87j-bDA/view?usp=sharing
基礎統計概念 Fundamental knowledge of statistics.
有關期末報告 (助教會在課堂教導如何使用 R 軟體, 並 利用作業提供範例程式.) a. 同學分組, 選題目. (春假過後要交 proposal) b. 繳交題目與研究目的大綱. 老師會給意見 , 反覆討論 c. 資料來源有下列幾個選項 - 設計實驗,實地做實驗, 蒐集數據 - 設計問卷,實地做調查, 蒐集數據 - 老師實驗室的資料 - 網路找來的資料 For the final project, students may form in groups (3-4 persons in each group). It is fine if you prefer doing the project on your own. The proposal is due after the spring break. The ideas will be discussed back and forth with the teacher.
Homework assignment: 25 %; final exam 40%; term project: 35%.
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction and Association Analysis |
| 第 2 週 | No class |
| 第 3 週 | Simple Linear Regression Analysis |
| 第 4 週 | Association does not imply causation |
| 第 5 週 | Multiple Regression Analysis (1) |
| 第 6 週 | Multiple Linear Regression (2) |
| 第 7 週 | Multiple Linear Regression (3): Variable Selection |
| 第 8 週 | Experimental Design and ANOVA |
| 第 9 週 | Two-way ANOVA and Categorical Data Analysis |
| 第 10 週 | Categorical Data Analysis |
| 第 11 週 | Logistic Regression (& Generalized Linear Models) |
| 第 12 週 | Multivariate Data Analysis: PCA and Factor Analysis |
| 第 13 週 | Multivariate Data Analysis: Cluster analysis and Classification |
| 第 14 週 | Nonparametric Analysis and Survival Analysis |
| 第 15 週 | Time Series Analysis & Review of the Final Exam |
| 第 16 週 | Final Exam |
| 第 17 週 | |
| 第 18 週 | Final Project due |
“The Basic Practice of Statistics in the Life Sciences”by Baldi & Moore (與上學期同) “Applied Multivariate Statistics” by Johnson and Wichern
- 地點
- 綜合一館 421 老師研究室 RM 421 (Assembling building 1)
- 聯絡方式
- 5712121 ext 56815