Instructor:
Dr. Guang-Hwa Andy Chang
Office:
1032 Cushwa Hall
Phone Number: (330) 742-1818
E-mail:
chang@math.ysu.edu
Office hours: 12:00 - 13:00,
M T W & F, and 17:10 – 17:40 , M & W, or by appointment.
Text: "Applied Linear Statistical Models", by Neter,
Kutner, Nachtsheim and Wasserman, 4th edition, Irwin, 1996.
Statistical Software: SAS and SPSS 8.0, 9.0, 10.0
Course Assignments:
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Topics |
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Linear Regression with One Independent Variable |
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Inferences in Regression Analysis |
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Diagnostics and Remedial Measures |
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Simultaneous Inferences and Other Topics in Regression Analysis |
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Matrix Approach to Simple Linear Regression Analysis |
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Multiple Regression I |
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Multiple Regression II |
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Building the Regression Model I: Selection of Predictor Variables |
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Building the Regression Model II: Diagnostics |
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Building the Regression Model III: Remedial Measures and Validation |
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Qualitative Predictor Variables |
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Logistic Regression, Poisson Regression, and Generalized Linear Models |
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Instructor's Notes (If time permit) |
Grading Policy:
Two tests ---------------------------------
30%
Homework & projects -------------------
40%
Final Exam -------------------------------
30%
Total
------------------------------------100%
Final Grade:
90% to 100% ----------------- A
80% to below 90% -- at least a B
70% to below 80% -- at least a C
60% to below 70% -- at least a D
below 60% ---------- at most a D
Project 1: Simple Linear Regression. (Due 11/5)
Project 2: Salary Adjustment. see handout (Due 11/23)
Final Project: Study of Risk Factors (Due 12/10)SPSS Assignment 1: Descriptive Statistics. (Due 10/1)
SPSS Assignment 2: Simple Linear Regression and Prediction. (Due 10/15)
SPSS Assignment 3: Find a good model.
SPSS Assignment 4: Lack of Fit? (Due 11/3)
SPSS Assignment 5: Multiple Regression Model and Multicollinearity. see handout (Due 11/15)
SPSS Assignment 6: Interaction Effects and Indicator Variable. see class note (Due 11/19)
SPSS Assignment 7: Classification Problem. (Due 12/3)Play the simple regression games: Regression Line, Correlation
Homework:
Chapter 1: 5, 6, 7, 16, 19, 20, 21, 23, 25, 27, 28, 29, 30, 32, 33, 34, 35, 36, 38, 40
Chapter 2: 1, 4, 6, 8, 12, 13, 15, 17, 18, 19, 23, 25, 30, 32, 34, 37, 38, 39, 43, 45, 46, 49
Chapter 3: 1, 2, 3, 5, 8, 9, 17, 25, 26
Chapter 4: 4, 8, 9, 12, 16, 19
Chapter 5: 2, 3, 4, 6, 9, 12, 15, 17, 19, 21, 23, 25
Chapter 6: 5, 6, 7, 8, 18(a-e), 29, 31
Chapter 7: 3, 7, 8, 12, 15,16, 24, 31, 39, 56
Chapter 8: 9, 10, 11, 15, 16, 20
Chapter 9: 9, 12, 13, 14, 18, 19, 20, 22, 23
Chapter 10: 15, 16
Chapter 11: 4, 9, 10, 14, 17
Chapter 14: 7, 11