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 |
112-2 |
授課對象 |
生物資源暨農學院 生物統計學組 |
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304 |
備註 |
建議先修"應用線性統計一" 總人數上限:20人 |
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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 study the relationship between the response and experimental factors. The objective of this course is to introduce systematic methods and practical techniques for designing and analyzing multifactorial experiments. Several key concepts, such as effect confounding and effect aliasing, will be detailed. Some new research topics will also be covered. After successfully completing this course, students will be able to design and analyze multifactorial experiments to address real-world research questions. |
課程目標 |
The objective of this course is to introduce systematic methods and practical techniques for designing and analyzing multifactorial experiments. |
課程要求 |
Experimental Design (Agron2013 and Agron5074) and Regression Analysis (Agron5087). |
預期每週課後學習時數 |
3 |
Office Hours |
每週三 16:00~17:00 備註: Shin-Fu Tsai@Room 202, Biometry Laboratory, Building No. 5 |
指定閱讀 |
Wu, C.-F.J. and Hamada, M.S. (2021). Experiments: Planning, Analysis, and Optimization. 3rd Edition. John Wiley & Sons. (NTU eBook) |
參考書目 |
Mee, R.W. (2009). A Comprehensive Guide to Factorial Two-Level Experimentation. Springer-Verlag. (NTU eBook)
Montgomery, D.C. (2020). 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 |
30% |
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2. |
Midterm Exam |
35% |
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3. |
Final Exam and Report |
35% |
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針對學生困難提供學生調整方式 |
上課形式 |
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作業繳交方式 |
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考試形式 |
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其他 |
由師生雙方議定 |
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週次 |
日期 |
單元主題 |
第1週 |
0219 |
Introduction to Factorial Experiments |
第2週 |
0226 |
Review of Regression Analysis |
第3週 |
0304 |
Review of Experimental Design |
第4週 |
0311 |
Full Factorial Experiments at Two Levels |
第5週 |
0318 |
Full Factorial Experiments at Two Levels |
第6週 |
0325 |
Full Factorial Experiments at Two Levels |
第7週 |
0401 |
Fractional Factorial Experiments at Two Levels |
第8週 |
0408 |
Fractional Factorial Experiments at Two Levels |
第9週 |
0415 |
Fractional Factorial Experiments at Two Levels |
第10週 |
0422 |
Midterm Exam |
第11週 |
0429 |
Factorial Experiments at Three Levels |
第12週 |
0506 |
Factorial Experiments at Three Levels |
第13週 |
0513 |
Nonregular Fractional Factorial Designs |
第14週 |
0520 |
Nonregular Fractional Factorial Designs |
第15週 |
0527 |
Some New Research Topics |
第16週 |
0603 |
Final Exam |