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課程名稱 |
生物實驗統計方法
Statistical Methods for Biological Experiments |
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開課學期 |
109-1 |
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授課對象 |
生物資源暨農學院 動物科學技術學系 |
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授課教師 |
林恩仲 |
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課號 |
AniSci5035 |
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課程識別碼 |
626 U0400 |
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班次 |
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學分 |
3.0 |
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全/半年 |
半年 |
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必/選修 |
選修 |
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上課時間 |
星期四7,8,9(14:20~17:20) |
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上課地點 |
加工105室 |
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備註 |
總人數上限：15人 |
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Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1091AniSci5035_EXPT |
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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 |
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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. |
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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. |
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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 |
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預期每週課後學習時數 |
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Office Hours |
另約時間 |
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指定閱讀 |
Ott, R. L. and M. Longnecker. 2010. An Introduction to Statistical Methods and Data Analysis. 4th edition. Published by: Duxbury Press. |
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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. |
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評量方式
(僅供參考) |
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No. |
項目 |
百分比 |
說明 |
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1. |
Final Report |
35% |
整理課堂講解內容及分析練習結果 |
2. |
Involvement in class |
25% |
課堂討論與準備 |
3. |
Practice of example data sets |
40% |
以統計軟體練習實際數據分析 |
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週次 |
日期 |
單元主題 |
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第1週 |
9/17 |
Introduction & Experimental data summarizing and organizing with distribution of numbers |
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第2週 |
9/24 |
Central limit theorem and randomization/independent sampling |
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第3週 |
10/01 |
國定假日(中秋節) |
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第4週 |
10/08 |
t-test and alternatives |
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第5週 |
10/15 |
Correlation coefficient for different situations |
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第6週 |
10/22 |
Linear regression |
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第7週 |
10/29 |
Multiple regression |
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第8週 |
11/05 |
ANOVA and non-parametric alternative |
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第9週 |
11/12 |
Multiple comparison |
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第10週 |
11/19 |
Completely Randomized Designs (CRD) |
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第11週 |
11/26 |
Analysis of Variance for Block Designs (RCBD & Latin square)
Non-parametric alternative for blocked design (Friedman’s Test) |
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第12週 |
12/03 |
Experimental plan & Effective sample size |
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第13週 |
12/10 |
Split-plot, Repeated Measures & Crossover designs |
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第14週 |
12/17 |
Split-plot, Repeated Measures & Crossover designs |
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第15週 |
12/24 |
ANOVA for some unbalanced designs |
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第16週 |
12/31 |
Brief Introduction to Multivariate Analysis |
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第17週 |
1/07 |
Discussion |
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