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 |
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" 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 |
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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 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). |
預期每週課後學習時數 |
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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)
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評量方式 (僅供參考) |
No. |
項目 |
百分比 |
說明 |
1. |
Homework |
30% |
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2. |
Midterm Exam |
30% |
|
3. |
Final Exam |
30% |
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4. |
Final Report |
10% |
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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) |