課程介紹
本科目旨在建立迴歸分析之觀念及技巧，著重基本統計理論之理解。本科目期能訓練學生撰寫基礎迴歸分析程式並能解釋分析結果之隱含意義。
教科書:
Mendenhall, W., and T. Sincich, 2012, A Second Course in Statistics: Regression Analysis, seventh edition, Prentice-Hall.
教學進度:
|
授課日期 |
單元主題 |
|
|
1 |
9/11 |
Course Introduction |
|
2 |
9/18 |
Ch.1 A Review of Basic Concepts |
|
3 |
9/25 |
Ch. 2 Introduction to Regression Analysis |
|
4 |
10/02 |
Ch. 3 Simple Linear Regression |
|
5 |
10/09 |
Ch. 3 Simple Linear Regression (Case Studies) |
|
6 |
10/16 |
Ch. 4 Multiple Regression Models |
|
7 |
10/23 |
自主學習週 |
|
8 |
10/30 |
Ch. 4 Multiple Regression Models (Case Studies) |
|
9 |
11/06 |
Ch. 5 Principles of Model Building |
|
10 |
11/13 |
Midterm (Open-book exam) |
|
11 |
11/20 |
Ch. 6 Variable Screening Methods |
|
12 |
11/27 |
Ch. 7 Some Regression Pitfalls (Case Studies) |
|
13 |
12/04 |
Ch. 8 Residual Analysis |
|
14 |
12/11 |
Ch. 9 Special Topics in Regression |
|
15 |
12/18 |
Ch. 10 Introduction to Time Series Modeling and Forecasting |
|
16 |
12/25 |
Case Studies |
|
17 |
1/01 |
Review and final presentations |
|
18 |
1/08 |
Final presentations |
|
上機操作：週二上午11:10~12:00 圖書館4F第二資訊推廣教室 |
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本課程不開放報名
