國立台灣大學
九十四學年度第一學期
社會學研究所碩士班
“高級社會統計”
課程綱要


教師：柯志哲
研究室：社會系館310

教科書：
1. Agresti, Alan and Finlay, Barbara. 1997. “Statistical Methods for the Social Sciences” 3rd ed. Prentice-Hall International, Inc. （由雙葉書廊進口）
2. Hair, Joseph et al., 1998. “Multivariate Data Analysis” 5th ed. Prentice-Hall International, Inc. （由華泰書局進口）

參考書：
1. Kutner, Michael, et al. 2005. `Applied Linear Statistical Models` 5th ed. Chicago: Irwin. （由華泰書局進口）
2. Kinnear, Paul and Colin D. Gray. 2000. “SPSS for Windows Made Simple Release 10” U. K.: Psychology Press Ltd.（由雙葉書廊進口）

課程簡介：
這是門高等統計方法的課。本課程目的在讓學生瞭解常用的高等統計方法，培養對統計論證的批判態度，並奠定作實證研究之基礎。學生必須學習使用SPSS及Stata來解答統計問題。

評分方式：
平時報告成績及參與 20％；學期考試成績30％；期末報告成績 50％。

課程內容：

I. Introduction

II. Statistical Methods

A. Linear Regression
1. Simple Linear Regression
(1) Linear Regression and its inferences
Agresti and Finlay 1997, Ch. 9
(2) Diagnostics and Remedial Measures
Agresti and Finlay 1997, 9.6
Kutner et al. 2005, Ch.3 and handout

2. Multiple Regression
(1) Multiple Regression Analysis: Basics
Agresti and Finlay 1997, Ch. 10, 11.1-11.5
Hair et al. 1998, Ch.4
(2) Multiple Regression Analysis: Various Topics
Agresti and Finlay 1997, 11.6-11.8, 14.2-14.4
Hair et al. 1998, Ch.4
(3) Model Selection
Agresti and Finlay 1997, 14.1
Kutner et al. 2005, Ch.9

B. Regression on Dummy Variables and Analysis of Covariance
Agresti and Finlay 1997, Ch. 13

C. Logistic Regression and Other Regression Models of Qualitative Dependent Variable
Agresti and Finlay 1997, Ch.15

D. Factor Analysis* (optional)
Hair et al. 1998, Ch.3

III. Presentation of Students’ Term Projects