Experimental Designs 

Fall  2024

MandH

Course Info

Syllabus

Lectures: T. 1310-1500  , R. 1610-1700 @ SE A316 

Instructor: Yu-Ling Tseng.      Office Hours: T. 12~13, R. 15~16 @SE A409    (也可以預約)

Prerequisites: Probability Theory, Statistics, Linear Algebra, Regression Analysis

Class Notes  
**** 1205  每組要有個代表 上 台講解作業題目一題.

選題目囉, 紅色標記 第 4, 5, 14 章 的題目,都可以選~~~採先選先 贏制

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**** 1121  每組要有個代表上 台講解作業題目一題.

選題目囉, 紅色標記 第 13, 3 章 的題目,都可以選~~~採先選先 贏制

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颱風假、國慶假影響該有進度。。。。。。。。

即  日 起,星期二 都 13 點 整 開始上課  ~~~



分 組上台講解習題

每人 7  分鐘  (加或減 1 分鐘 都算時間控制滿分)


評 分方向:時間控制,板書口條清楚,講解正確,看聽眾音量足有自信掌握全場。。。。(各佔25%)

評 分者 規則:1 不評自己組的分數

                      2  所給分數不得相同

                      3 不具名,依 講解的 題 號  給分

                違者 該日該組 分數以 零 分 計算

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期 末 報告  各組報告時間  30 分鐘

評分方式:presentation style, understanding, team work, and time control. Each with 25%.


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  Week1 course intro
  • The class notes will be available in text, pdf or postscript format unless specified otherwise.
  • Transparences: Introduction part 1     Introduction part 2 
  • A sample for you to start learning R: R program EX. 1  (table1, table1data)     R code for Chapter 2


  • 也順便練習用LaTex做投影片 吧,範例:Example LaTex for transparences
    Example LaTex output


  • Assignments       

    Date

    Problems   (課 堂討論請挑選 紅 色 標 記的題目)

    Reading Assignment  / Handout



    Chapters 1 and 2
    1022
    Chapter 2 # 4, 6, 7, 12, 14, 15, 16(已被 選), 18(已 被選), 20(已 被選), 22(已被選) 23, 24, 37 (a, b), 38(已被 選), 39, 45(已被選) R code for Chapter 2
    1024
    1107 每組要有個代表上台講解作業題目一題.
    選題目囉, 紅色標記第2章的題目,都可以 選~~~採先選先 贏制

    1029
    Chapter 13 # 14(已被選), 17, 20 (已被選), 21(已被選) Chapters 3: 3.1~3.3, 3.5 / Handout for EMS calculatin   c.f. 13.5 of textbook
    1105
    (1112教)
    Chapter 3 # 3, 7 (a, b, c, use SNK test for c ), 10 (a, b, use SNK test for b )(已被選), 11 a, b) (also use SNK test for b ) (已被選), 14(a), 22 (a, b, also use SNK test for b),  22 (d, e), 24 (a, b, use SNK test for b ), 27 (a, c) (已被選) Chapter 3: 3.1 ~3.3, 3.5 and Chapter 5: 5.1~5.3.2

     R code for Chapter 3 etchrate example   etchrate data
    R code for SNK test (thanks to 王子軒)
    1107
    1121  每組要有個代表上 台講解作業題目一題.

    選題目囉, 紅色標記第 13, 3 章的題目,都可以選~~~採先選先 贏制

    1119

    Chapter 4 # 1 , 2, 3, 10 (a, b, use SNK test for  b), 13 (a, b, d, SHK for d), 22, 23, 29

    Chapter 5 # 1 , 2, 3 (a, c, d), 4 (a, c), 5, 6 (a, b)

    Chapter 4: 4.1 ~4.2  R code for  Vascular Graft example

    vasgraft data

    R code for Latin square
    1125
    Chapter 14 # 5 , 7, 9, 10

    Chapter 14: 14.1 ~14.3  R code for Ch.14 nested designs w/ Purity and Gun-loading examples

    purity data

    Handout for Gun Loading example
    1125
    1205 每組要有個代表上台講解作業題目一題.

    開放選題目囉, 所有勾的以紅 色標記、第 4, 5, 14 章的題目,都可以選, 希望每章題目都有組報告!!~~~採先選先贏制  


    Selected sections in the textbook (Montgomery, 8ed) for presentation:  TBA 前請選定期末報告主題囉~~~ 採先選先贏(以 email時間計)制。。。。
    1.    3.4, 3.5.1~3.5.3.3: Model adequacy checking and (graphical) comparisons of treatment means (P. 80 ~ 91, 198)
    2.    3.7, 13.4: Determining the sample size (P. 105~109, P. 587~588)
    3.    4.2, 4.3, 4.4 : Replication of Latin squares, Graeco-Latin square designs, BIBD (P. 163~174)
    4.    9.1~9.2:   factorial designs (P. 394~407)
    5.    9.3~9.4: Fractional replication of  designs (P. 408~415) 
    6.    11.1~11.3: Response surface methodology (I) (P.478~500)
    7.    11.4: Response surface methodology (II) (P.500~520)
    8.    12.1~12.5: Robust designs (P.554~569)

    9.    13.6~13.7: Approximate F tests and topics on estimating variance components (P. 592~600)

    10.    14.4, 14.5.1~14.5.2: Split-plot, Split-Split-plot designs (P. 621~635)

    11.     3.3.4, 15.2~15.3 : Unbalanced data in a factorial design and analysis of covariance (P. 79, P. 652~676)



    20240910 First day of class

    Course Grade

    Homework /in class discussion (20%)    Final part1: group presentation (40%) Final part 2: in class exam (40%)

    參考書目:
    1. Applied Linear Statistical Models, 4th ed, Neter, Kutner, Nachtsheim and Wasserman, 1996, McGRAW-HILL International. 
    2. Experimental Designs, 2nd ed, Cochran and Cox, 1957,Wiley.
    3. The Design of Experiments, Mead, 1988, Cambridge.
    4. Statistical Designs Analysis of Experiments with Applications to Engineering and Science, Mason, Gunst and Hess, 1989, Wiley.
    5. Fundamental Concepts in the Design of Experiments, 5th ed, Hicks and Turner, 1999, Oxford.
    6. Design of experiments: Statitical principles of research design and analysis, 2nd ed, R. O. Kuehl
    7. Design and Analysis of Experiments, 8/ed, Montgomery, 2013, Wiley.(課本)


    Computing 

    1. R website (original, mirror @ Academia Sinica)
    2. Data Sets     Data Set in TXT   感謝 天皇勞心勞力費神 的將.xls的資料檔拆解成成