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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 |
105-2 |
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授課對象 |
生物資源暨農學院 動物科學技術學研究所 |
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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 |
星期二7,8,9(14:20~17:20) |
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上課地點 |
畜三 |
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備註 |
總人數上限：30人 |
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Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1052AniSci5035_bstat |
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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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為確保您我的權利,請尊重智慧財產權及不得非法影印
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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. Quinn, G. and M. Keough 2002. Experimental Design and Data Analysis for Biologists. Published by Cambridge University Press.
2. Bang, H., Zhou, X.K., van Epps, H.L., Mazumdar, M. (Eds.) 2010. Statistical Methods in Molecular Biology. Published by Springer Science+Business Media.
3. Bailey, N. T. J. 1995. Statistical Methods in Biology. Published by Cambridge University Press. 3rd Edition.
4. Welham, S.J., S.A. Gezan, S.J. Clark, A. Mead. 2014. Statistical Methods in Biology: Design and Analysis of Experiments and Regression. Published by Chapman and Hall/CRC 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. |
Practice of example data sets |
40% |
以統計軟體練習實際數據分析 |
2. |
Midterm exam |
25% |
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3. |
Final Report |
35% |
整理課堂講解內容及分析練習結果 |
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週次 |
日期 |
單元主題 |
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第1週 |
2/21 |
Introduction & Experimental data summarizing and organizing with distribution of numbers |
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第2週 |
2/28 |
228國定假日(放假一次) |
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第3週 |
3/07 |
Central limit theorem, randomization/independent sampling, z-test, t-test |
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第4週 |
3/14 |
Non-parametric test, Correlation coefficient for different situations |
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第5週 |
3/21 |
Linear and multiple regression |
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第6週 |
3/28 |
ANOVA and non-parametric alternative |
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第7週 |
4/04 |
溫書假(放假一次) |
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第8週 |
4/11 |
Multiple comparison |
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第9週 |
4/18 |
Midterm exam |
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第10週 |
4/25 |
Completely Randomized Designs (CRD) |
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第11週 |
5/02 |
Randomized Complete Block Design (RCBD) & Latin Square Design |
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第12週 |
5/09 |
Non-parametric alternative for blocked design & Analysis of Covariance |
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第13週 |
5/16 |
Exerimental Plan & Effective Sample Size |
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第14週 |
5/23 |
Split-plot, Repeated Measures, and Crossover Designs |
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第15週 |
5/30 |
端午節假期(放假一次) |
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第16週 |
6/06 |
ANOVA for some unbalanced designs (I) |
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第17週 |
6/13 |
ANOVA for some unbalanced designs (II) |
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第18週 |
6/20 |
Final report |
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