課程名稱 |
生物實驗統計方法 Statistical Methods for Biological Experiments |
開課學期 |
108-1 |
授課對象 |
生物資源暨農學院 動物科學技術學研究所 |
授課教師 |
林恩仲 |
課號 |
AniSci5035 |
課程識別碼 |
626 U0400 |
班次 |
|
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 |
Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1081AniSci5035_STAT2 |
課程簡介影片 |
|
核心能力關聯 |
核心能力與課程規劃關聯圖 |
課程大綱
|
為確保您我的權利,請尊重智慧財產權及不得非法影印
|
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 |
|
Office Hours |
另約時間 |
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. |
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. |
Practice of example data sets |
40% |
以統計軟體練習實際數據分析 |
2. |
Involvement in class |
25% |
課堂討論與準備 |
3. |
Final Report |
35% |
整理課堂講解內容及分析練習結果 |
|
週次 |
日期 |
單元主題 |
第1週 |
9/12 |
Introduction & Experimental data summarizing and organizing with distribution of numbers |
第2週 |
9/19 |
Central limit theorem and randomization/independent sampling |
第3週 |
9/26 |
t-test and alternatives |
第4週 |
10/3 |
Correlation coefficient for different situations |
第5週 |
10/10 |
國定假日 |
第6週 |
10/17 |
Linear regression |
第7週 |
10/24 |
Multiple regression |
第8週 |
10/31 |
ANOVA and non-parametric alternative |
第9週 |
11/7 |
Multiple comparison |
第10週 |
11/14 |
Completely Randomized Designs (CRD) |
第11週 |
11/21 |
Analysis of Variance for Block Designs (RCBD & Latin square) |
第12週 |
11/28 |
Non-parametric alternative for blocked design (Friedman’s Test) |
第13週 |
12/5 |
Experimental plan & Effective sample size |
第14週 |
12/12 |
Split-plot, Repeated Measures & Crossover designs |
第15週 |
12/19 |
Split-plot, Repeated Measures & Crossover designs |
第16週 |
12/26 |
ANOVA for some unbalanced designs |
第17週 |
1/2 |
Brief Introduction to Multivariate Analysis |
|