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 |
109-2 |
授課對象 |
生物資源暨農學院 農藝學系 |
授課教師 |
蔡欣甫 |
課號 |
Agron5077 |
課程識別碼 |
621 U6630 |
班次 |
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學分 |
3.0 |
全/半年 |
半年 |
必/選修 |
選修 |
上課時間 |
星期三6,7,8(13:20~16:20) |
上課地點 |
生統教室 |
備註 |
建議先修"應用線性統計一" 總人數上限:20人 |
Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1092Agron5077_DAFE |
課程簡介影片 |
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核心能力關聯 |
核心能力與課程規劃關聯圖 |
課程大綱
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課程概述 |
Full factorial and fractional factorial designs, which have been widely used in agricultural field experiments, biomedical trials and industrial process improvements, are useful tools for exploring the relationship between the response and experimental factors of interest. The objective of this course is to introduce systematic methods and practical techniques for planning and analyzing multifactorial experiments. Analysis procedures will be demonstrated using R and sample codes will be provided to accompany lectures. After successfully completing this course, students will be able to design multifactorial experiments to address real-world research issues. |
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 |
Statistical Methods for Agronomists (Agron5074) and Applied Linear Statistical Models 1 (Agron5087). |
預期每週課後學習時數 |
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Office Hours |
備註: Firday 15:00-16:00 at Biometry Laboratory 202 |
指定閱讀 |
Wu, C. F. J. and Hamada, M. S. (2009). Experiments: Planning, Analysis, and Optimization. 2nd Edition.
John Wiley & Sons. (NTU eBook) |
參考書目 |
1. Mee, R. W. (2009). A Comprehensive Guide to Factorial Two-Level Experimentation. Springer-Verlag. (NTU eBook)
2. Montgomery, D. C. (2019). Design and Analysis of Experiments. 10th Edition. John Wiley & Sons. |
評量方式 (僅供參考) |
No. |
項目 |
百分比 |
說明 |
1. |
Homework |
40% |
|
2. |
Exam 1 |
20% |
|
3. |
Exam 2 |
20% |
|
4. |
Final Exam |
20% |
|
|
週次 |
日期 |
單元主題 |
第1週 |
2/24 |
Introduction to Design of Experiments |
第2週 |
3/03 |
Basic Concepts of Regression Analysis |
第3週 |
3/10 |
Basic Concepts of Experimental Designs |
第4週 |
3/17 |
Full Factorial Experiments at Two Levels |
第5週 |
3/24 |
Full Factorial Experiments at Two Levels |
第6週 |
3/31 |
Full Factorial Experiments at Two Levels |
第7週 |
4/07 |
Exam 1 |
第8週 |
4/14 |
Fractional Factorial Experiments at Two Levels |
第9週 |
4/21 |
Fractional Factorial Experiments at Two Levels |
第10週 |
4/28 |
Fractional Factorial Experiments at Two Levels |
第11週 |
5/05 |
Factorial Experiments at Three Levels |
第12週 |
5/12 |
Factorial Experiments at Three Levels |
第13週 |
5/19 |
Exam 2 |
第14週 |
5/26 |
Nonregular Fractional Factorial Designs |
第15週 |
6/02 |
Nonregular Fractional Factorial Designs |
第16週 |
6/09 |
Space-Filling Designs |
第17週 |
6/16 |
Space-Filling Designs |
第18週 |
6/23 |
Final Exam |