課程名稱 |
生物實驗統計方法 Statistical Methods for Biological Experiments |
開課學期 |
112-1 |
授課對象 |
生物資源暨農學院 動物科學技術學系 |
授課教師 |
林恩仲 |
課號 |
AniSci5035 |
課程識別碼 |
626 U0400 |
班次 |
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學分 |
3.0 |
全/半年 |
半年 |
必/選修 |
選修 |
上課時間 |
星期四7,8,9(14:20~17:20) |
上課地點 |
加工105室 |
備註 |
總人數上限:15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 |
This course try to integrate statistical method and experimental design for students who already have basic training in statistics. |
課程目標 |
This course includes theoretical derivation and practical computing analysis to provide a platform for introducing the statistical methods and experimental designs for biological experiments to the students who have the basic training in statistics. |
課程要求 |
1. 已修過基礎之統計學課程
2. 作業按時繳交
3. 上課發問討論 |
預期每週課後學習時數 |
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Office Hours |
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指定閱讀 |
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參考書目 |
1. Bang, H., Zhou, X.K., van Epps, H.L., Mazumdar, M. (Eds.) 2010. Statistical
Methods in Molecular Biology. Published by Springer Science+Business Media.
2. McDonald, J. H. 2014. Handbook of Biological Statistics. 3rd Edition.
Published by Sparky House Publishing.
3. Oehlert, G. W. 2010. A First Course in Design and Analysis of Experiments.
Published by Library of Congress Cataloging-in-Publication Data.
4. Quinn, G. and M. Keough 2002. Experimental Design and Data Analysis for
Biologists. Published by Cambridge University Press. |
評量方式 (僅供參考) |
No. |
項目 |
百分比 |
說明 |
1. |
作業 |
50% |
課程中有多項作業,必須按時繳交方能給予分數 |
2. |
期末報告 |
50% |
期末需要從期刊文獻中選取不同的試驗設計與統計分析,撰寫報告解析與說明 |
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針對學生困難提供學生調整方式 |
上課形式 |
以錄影輔助 |
作業繳交方式 |
延長作業繳交期限 |
考試形式 |
書面(口頭)報告取代考試 |
其他 |
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週次 |
日期 |
單元主題 |
第1週 |
9/07 |
Introduction & Experimental data summarizing and organizing with distribution of numbers |
第2週 |
9/14 |
Central limit theorem and randomization/independent sampling |
第3週 |
9/21 |
t-test and alternatives |
第4週 |
9/28 |
Correlation coefficient for different situations |
第5週 |
10/05 |
Linear regression |
第6週 |
10/12 |
Multiple regression |
第7週 |
10/19 |
ANOVA and non-parametric alternative |
第8週 |
10/26 |
ANOVA and multiple comparison |
第9週 |
11/02 |
Analysis of Covariance (ANCOVA) |
第10週 |
11/09 |
Completely Randomized Designs (CRD) |
第11週 |
11/16 |
Analysis of Variance for Block Designs (RCBD & Latin square)
Non-parametric alternative for blocked design (Friedman’s Test) |
第12週 |
11/23 |
Experimental plan & Effective sample size |
第13週 |
11/30 |
Split-plot, Repeated Measures & Crossover designs (I) |
第14週 |
12/07 |
Split-plot, Repeated Measures & Crossover designs (II) |
第15週 |
12/14 |
ANOVA for some unbalanced designs |
第16週 |
12/21 |
Final discussions |
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