課程資訊
 課程名稱 迴歸分析REGRESSION ANALYSIS 開課學期 95-1 授課對象 理學院  數學系 授課教師 江金倉 課號 MATH7606 課程識別碼 221 U3940 班次 學分 3 全/半年 半年 必/選修 選修 上課時間 星期一7,8,9(14:20~17:20) 上課地點 新生103 備註 研究所統計科學組基礎課。總人數上限：50人外系人數限制：15人 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 I.Contents： Topic1. Review of Basics. Topic2. Simple and Multiple regression. Topic3. Problems and Remedies- Normality, unequal variances, correlated errors, outliers and Influential observations, multicollinearity. Topic4. Variable Selection Procedures. Topic5. Applications to analysis of variance and covariance. Topic6. Logistic Regression Analysis. II.Course prerequisite： III.Reference material ( textbook(s) )： Text book: Sen Ashish and Srivastava M. (1990). Regression Analysis: Theory, Methods, and Applications. Springer References: Rawlings, J. O. Pantula , S. G., and Dickey, D. A. (1998). Applied Regression Analysis: Research Tool. Second Edition. Springer. Rao, C. R. and Toutenburg, H. (1999). Linear Models: Least Squares and Alternatives. Second Edition. Springer. Kleinbaum, D. G., Kupper, L. L., Muller, K. E., and Nizam, A. (1998). Applied Regression Analysis and other Multirariable Methods. Duxbury. IV.Grading scheme： Homework: 20% Quiz: 20% Midterm: 30% Final: 30% Project: 10% V.Others： 課程目標 Instructor: Chin-Tsang Chiang Office: 310 Old Math. Building E-mail: chiangct@math.ntu.edu.tw Class meetings: Monday 3:30 pm-6:20 pm at 103 New Math. Building Office hour: Monday 10:00 am -11:00 am Course Outline 0. Review of Basics. 1. Model Construction. 2. Simple and Multiple Linear Regression. 3. Problems and Remedies - normality, unequal variances, correlated errors, outliers and influential observations, and multicollinearity. 4. More Complicated Models. 5. Generalized Linear Model. 課程要求 評量:Evaluation HW: 20 %. Quiz: 20 %. Midterm: 30 %. Final: 30 %. Final project:10 %. 預期每週課後學習時數 Office Hours 參考書目 Text books and References Sen, A. and Srivastava, M. (1990). Regression Analysis: Theory, Methods, and Applications. Springer. Rao, C. R. and Toutenburg, H. (1999). Linear Models: Least Squares and Alternatives. Second Edition. Springer. Grob, J. (2003). Linear Regression. Springer. 指定閱讀 評量方式(僅供參考)
 課程進度
 週次 日期 單元主題 無資料