Syllabus Lectures: T. 1310-1500, R. 1610-1700 @ SE A211 Instructor: Yu-Ling Tseng. Office Hours: T. 1200~1300 R. 1500~1600@SE A409 TA: （負責聽用R講解習題） 吳雨瑾 T. 15:00~16:00 @ SE B302 蔡 念秤 (負責打作業分數） W. 15:00~16:00 @ SE 412～ 有問題要多多請教助教喔 數學小天地 ～～ 討 論 各類 數學相關問題 的好地方 ～～
Prerequisites: Probability Theory, Statistics, Linear Algebra YesKno時間 有點迷路時聽聽第一堂課的也許有幫助，請直接收聽第29集： https://play.kkbox.com/podcast/episode/9XiNiBkrgcwXNDx5MA
預計 0506（星期二）上課時間 考期中考。。。。。。。。。
考試範圍：開學到0501星期四教的內容
同 學可攜帶簡易計算機應考
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學 期只有17周上課時間，學校行事曆18周的彈性補課我們就安排如下。。。。
星期二都 13 點 整 開始上課 ～～～
題目選擇方式 講解流程Data sets in txt form
| (date discussed in class)
Programs |
Description | Code with Output in HTML |
| (20250306) SetUp(1) | SetUp(1)shows
you how to: 1. devide graphical windows (not necessary if using R studio where you use the left program with extension .r) 2. assign variables/sequences 3. plot and make titles for the graph 4. generate normally distributed observations/make histograms 5. do simple regressions and related plots (you should see the effect of sample size and s.d. on the fitted reg. lines) 6. quit R |
SetUp1html |
| (20250320
) SetUp(2) ch01ta01 data |
SetUp(2)shows you
how to: 1. scan a data set in your working directory into R 2. get figures and tables in the textbook with the Toluca Company examples 3. construct confidence intervals for reg. coeff.'s, confidence/prediction intervals for the mean response at given predictor x's values 4. construt conf. band for the entire reg line, 5. overlay three type of intervals in one plot for better comparison 6. save the output to a file for preparing your homework, or save the R commands for later use |
SetUp2html SetUp2pdf |
| (20250424) MLR ch06fi05 data |
MLR
shows you how to 1. some basic matrix operations in R, 2. how to obtain the design matrix after fitting a simple linear regression model, With the Dwaine Studios examples 3. do multiple linear regression 4. get figures and tables in the textbook 5. make basic scatter plots for M-L-R data analysis 6. obtain the design matrix 7. get (simultaneous) conf. intervals for reg. coefficients, confidence/prediction intervals for the mean response at given predictors's values |
MLRpdf |
| (20250501)GLT ch6pr18 data |
GLT shows you how
to 1. obtain SSEs from the full model and the reduced model 2. obtain F(1-alpha; m, k) in R 3. use the general linear test approach for testing certain hypotheses (by giving 3 examples) |
GLTpdf |
(by Robert
I. Kabacoff, Ph.D.
)Very informative web site on R| Date |
Problems 『作 業成績10％由各組派一代表和 助教 吳雨瑾面
試講解一題要用R程式回
答的問題；題目採先選先贏制，講過題目其他組不得再選擇喔 （ 吳雨瑾 office hour T. 15:00~16:00 @ SE B302 時間若不行請另行和助 教email約時間）』 |
Due date |
| 0430 |
Ch.6 : 6 (c), 11 (b), 16 (b, c), 17, 19 | 因期中考將近，這 份作業就不用交囉，同學請自行練習。 |
| 0422 |
These
Problems
and Ch.2 : 27 , 28 Ch.6 : 4, 5 (a, b), 6 (a, b), 7, 15 (c), 16 (a), 26 |
0501 |
| 0410 |
Ch.5 : 17, 18. 19 Ch.6 : 2, 22, 23, 24, 25 |
0422 （星期二） |
| 0320 |
Ch.1 : 19 （已被選）, 28 （已被選）, 45（已被選） Ch.2 : 4 （已被選）, 8 (a, c), 10, 13 （已被 選） , 23 (a, c)（已被 選） |
0401 （星期二） |
| 0306 |
Ch.1 : 7, 8, 33, 34, 39 (a) , 41 Ch.2 : 3, 17. |
0320 |
課本：Applied Linear Statistical Models, Applied Linear Regression Models, 5th ed, Kutner, Nachtsheim, Neter and Li, 2019, McGRAW-HILL International. 洽華泰書局 周益彰 先生（0910-275877）
參考書目：
1. Applied Regression Analysis, 2nd ed, Draper, N. R. and Smith,
H., 1981, Wiley.
2. Introduction to Linear Regression Analysis, 2nd ed, Montgomery,
D. C. and Peck, E., 1991, Wiley.
