課程資訊
課程名稱
複因子試驗之設計與分析
Design and Analysis of Factorial Experiments 
開課學期
110-2 
授課對象
共同教育中心  統計碩士學位學程  
授課教師
蔡欣甫 
課號
Agron5077 
課程識別碼
621 U6630 
班次
 
學分
3.0 
全/半年
半年 
必/選修
選修 
上課時間
星期一6,7,8(13:20~16:20) 
上課地點
農藝212 
備註
建議先修"應用線性統計一"。生醫資訊與生物統計學領域選修課程之一。
總人數上限:20人 
Ceiba 課程網頁
http://ceiba.ntu.edu.tw/1102Agron5077_2022 
課程簡介影片
 
核心能力關聯
核心能力與課程規劃關聯圖
課程大綱
為確保您我的權利,請尊重智慧財產權及不得非法影印
課程概述

Full factorial and fractional factorial designs are widely used to explore the relationship between the response and experimental factors of interest. The primary focus of this course is to introduce systematic methods and practical techniques for planning and analyzing multifactorial experiments. To implement these useful approaches, R scripts will be provided and demonstrated in class. In addition, some recent research topics will also be covered. After successfully completing this course, students will be able to design multifactorial experiments to address real-world research issues and interpret the analysis results correctly. 

課程目標
The objective of this course is to introduce systematic methods and practical techniques for planning and analyzing multifactorial experiments. 
課程要求
Experimental Design (Agron 2013 and Agron 5074) and Regression Analysis (Agron 5087). 
預期每週課前或/與課後學習時數
 
Office Hours
每週五 16:00~17:00 備註: Biometry Laboratory 202 
指定閱讀
Wu, C. F. J. and Hamada, M. S. (2021). Experiments: Planning, Analysis, and Optimization. 3rd Edition. John Wiley & Sons. 
參考書目
1. Montgomery, D. C. (2020). Design and Analysis of Experiments. 10th Edition. John Wiley & Sons.
2. Mee, R. W. (2009). A Comprehensive Guide to Factorial Two-Level Experimentation. Springer-Verlag. (NTU eBook)
 
評量方式
(僅供參考)
 
No.
項目
百分比
說明
1. 
Homework 
30% 
 
2. 
Midterm Exam 
30% 
 
3. 
Final Exam 
30% 
 
4. 
Final Report 
10% 
 
  1. 本校尚無訂定 A+ 比例上限。
  2. 本校採用等第制評定成績,學生成績評量辦法中的百分制分數區間與單科成績對照表僅供參考,授課教師可依等第定義調整分數區間。詳見學習評量專區 (連結)。
 
課程進度
週次
日期
單元主題
第1週
2/14  Introduction to Factorial Experiments 
第2週
2/21  Basic Concepts of Regression Analysis 
第3週
2/28  Basic Concepts of Experimental Design (Holiday) 
第4週
3/07  Full Factorial Experiments at Two Levels 
第5週
3/14  Full Factorial Experiments at Two Levels 
第6週
3/21  Full Factorial Experiments at Two Levels 
第7週
3/28  Fractional Factorial Experiments at Two Levels 
第8週
4/04  Fractional Factorial Experiments at Two Levels (Holiday) 
第9週
4/11  Fractional Factorial Experiments at Two Levels 
第10週
4/18  Midterm Exam 
第11週
4/25  Factorial Experiments at Three Levels 
第12週
5/02  Factorial Experiments at Three Levels 
第13週
5/09  Nonregular Fractional Factorial Designs 
第14週
5/16  Nonregular Fractional Factorial Designs 
第15週
5/23  Space-Filling Designs 
第16週
5/30  Final Exam 
第17週
6/06  Final Report Presentation (Virtual)