Generalized Linear Model Course Web by Yu-Ling Tseng

GLM/Categorical Data Analysis

Spring 2012

Course Info

Office Hours: By appointment ( M. R. 11:00 ~ 12:00 I would be in, w/ 90% confidence)

Prerequisites: Math. Stat., Regression Analysis

Class Notes (The class notes will be available in text, pdf or postscript format unless specified otherwise.)

期末考注意事項:
期末考0618（M）考。
考試範圍：一整個學期教的東西。
建議準備考試方式：筆記讀懂，勾的習題作一下，要會看R的報表
（特別是上課講解過的講義）

報告投影片（pdf檔），R（SAS）程式及其output 在期末考前寄給我

各組出的題目請在週日（0617）中午12：00前寄給我

 20120220(Basic info.) 20120220 CITW（取至吳佳穎2011部分論文） Table2.3 R-code Table2.3 R-output Table2.8, 9 Fisher exact test R-code for Snoring&HeartDisease (snoringdata) R-code for Crab Satellites example (crabdata) Deviance and AIC w/ crab and snoring ex.'s R-code for Plum and Crab ex's on model GOF/selection (craballdata, output Fig. 4.4 , p. 117 Fig. for table 4.7 case , p.12) R-code on model selection AZTAIDS (some of you may need this) ACM R code ACM output

Topics for presentation         GLM 2012 Class       Y. L. Tseng
                                        Text: Agresti's ICDA

分組報告注意事項: 上課地點改在系會議室喔。

各組報告時間為45分鐘，請掌握好。

每位組員都要上台報告。

報告內容有統計報表的，請盡量自己用R（或SAS）寫出其程式。
（寫不出來，就剪貼課本內容充數一下，也行；但，有改善空間）
用到的R（SAS也行）output，都要附錄（放在投影片最後部分）其程式。

報告後，請將
投影片（pdf檔），R（SAS）程式及其output 都寄給我。

2.5 Testing Independence for Ordinal Data (p. 41 - 45)
4.3 Logistic Regression with Categorical Predictors (p. 110 - 115) 陳俐穎鄭耀宗何逸庭組 Thu, 03 May 2012 22:15:58 +0800 已選
0604報告 GLMpre1206004(1)

5.1 Strategies in Model Selections (p. 137 - 144)
5.2 Model Checking (p. 144 - 151) 黃復鈞、洪斌哲、彭怡凱組 Thu, 03 May 2012 22:15:39 +0800 已選
0604報告 GLMpre1206004(2)

5.3 Effects of Sparse Data (p. 152 - 156)
5.4 Conditional Logistic Regression and Exact Inference (p. 157-160)
5.5 Sample Size and Power for Logistic Regression (p. 160 - 162) 蔡明軒吳典晏張玉清組 Fri, 04 May 2012 14:37:52 +0800 已選
0607報告 GLMpre1206007

6.1 nominal responses: baseline-category logit models (p. 173 - 179)
6.2 ordinal responses: cumulative logit models (p. 180 - 189) 游昱偉李泰衛   黃聘仁組 Thu, 03 May 2012 17:12:01 +0800 已選
0611報告 &nbsr;GLMpre1206011

6.3, 6.4 Paired-Category Ordinal Logits and Tests of Conditional Independence (p. 189 - 196) 陳耑任鄭群蓉陳昱辰組Thu, 3 May 2012 18:31:22 +0800 已選
0614報告 GLMpre1206014

7.1, 7.2 Loglinear Models for 2-way and 3-way Tables and Inference for Loglinear Models (p. 204 - 218)

7.3, 7.4, 7.5 The Loglinear-Logistic Connection, Independence Graphs & Collapsibility
              and Modeling Ordinal Association (p. 219 - 232)

8.1, 8.2, 8.3 Models for Mathched Pairs (p. 245 - 255)

Assignments (No need to hand in homework!)

Date	Problems	Reading Assignment
0315	Scan through each problem of Ch. 1.	Chapter 1, Chapter 2: 2.1~ 2.4.4.
0322	Ch.2 # 1~ 17	Chapter 2: 2.1~ 2.4.4.
0402	Ch.2 # 2, 29, 30, 31, 33, 34, 35, 36, 37, 39	Chapter 2: 2.6~ 2.7.6.
0430	Ch.3 # 1, 3, 4, 7, 8, 9, 11, 13, 21, 22 Ch.4 # 1, 2, 4	Chapter 3: 3.1~ 3.3.3; 3.3.5~3.4.4; 3.5 Chapter 4: 4.1
0517	Ch.4 # 5, 8, 10, 14, 24, 26, 37	Chapter 4: 4.2,4.3.1~4.3.3, 4.4, 4.5 Chapter 5: 5.1.1~5.1.5, 5.2.2
0530	Ch.5 # 1, 3, 4, 30 Ch.7 # 3, 4, 5, 11	Chapter 7: 7.1~7.4.2

R website (original, mirror @ Academia Sinica), You can download R from these sites and have R in your own computer now.
R ClassRoom
Software Supplement for CDA
SimpleR (by John Verzani)
Document Reader: Ghostview, Acrobat Reader