統計學(二)
Statistics (II)
學期
113-2
學分
3
學分
當期課號
517012
永久課號
MGCM10012
開課單位
管理學院共同課程
授課教師
謝國文
校區
光復
類別
必修
上課時間表
| 節 | 週一 |
|---|---|
2 09:00–09:50 | 統計學(二) M101 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
概述
Course Descriptions and Objectives: Based on the concepts and inference foundations in Statistics(I), continuously learning hypothesis testing and statistical analysis techniques for various data characteristics, such as small-sample statistical inference, variance analysis, regression analysis, categorical data analysis and nonparametric statistics.
先修科目
Calculus and Statistics-I
評分方式
Exam I (25%), Exam II (30%), Exam III (25%), Quizzes (15%), Attendance (5%)
課程大綱
- The Analysis of Variance (Ch11)
- Linear Regression and Correlation (Ch 12)
- Analysis of Categorical Data (Ch 14)
- Nonparametric Statistics(Ch 15)
- Inference from Small Samples (Ch 10)
週次計畫
| 週次 | 主題 |
|---|---|
| 第 1 週 | Review Statistic(I) |
| 第 2 週 | Hypothesis Tests — 10.1 ~ 10.2 (t distribution & one mean) |
| 第 3 週 | Hypothesis Tests — 10.3 ~ 10.4 (Two means & paired means) |
| 第 4 週 | Hypothesis Tests — 10.5 ~ 10.7 (One variance & two variances) |
| 第 5 週 | 3/17(Mon.) 1st Midterm (Hypothesis Tests) |
| 第 6 週 | Analysis of Variance — 11.1 ~ 11.3 (DOE, CRD Exp. & Tukey) |
| 第 7 週 | Analysis of Variance — 11.4 (RCBD)Simple Linear Regression — 12.1 ~ 12.2 (SLR & ANOVA for Reg) |
| 第 8 週 | Simple Linear Regression — 12.3 ~ 12.4 (Slope testing, R2, residual plots) |
| 第 9 週 | Simple Linear Regression — 12.5 ~ 12.6 (CI, PI & Cor. Analysis) |
| 第 10 週 | 4/21 (Mon.) 2nd Midterm (ANOVA & Simple Linear Regression) |
| 第 11 週 | Analysis of Categorical Data — 14.1 ~ 14.2 (Chi-square test) |
| 第 12 週 | Analysis of Categorical Data — 14.3 ~ 14.4 (Two-way contingency table) |
| 第 13 週 | Nonparametric Statistics — 15.1 ~ 15.3 (Rank sum & sign tests) |
| 第 14 週 | Nonparametric Statistics — 15.4 ~ 15.5 (Sign-rank sum & KW tests) |
| 第 15 週 | Nonparametric Statistics — 15.6 ~ 15.7 (Friedman & Rank Cor. tests) |
| 第 16 週 | 6/2 (Mon.) Final term (Categorical Data & Nonparametric Statistics) |
教科書
Introduction to Probability and Statistics, W. Mendenhall, R. Beaver, and B. Beaver. 15th Edition 2019 by Cengage Learning Inc.
Office Hours
- 地點
- M209
- 時間
- Mon EF
- 聯絡方式
- gwshieh@nycu.edu.tw