Math 5080-2: Statistical Inference I. Fall 2015
Schedule: Meets 6:00--7:30 MW, 8/24 to 12/9 except for 9/7, 10/12, and 10/14 in LCB 225. PhD students may want to register under the number 6824.
Instructor: S. Ethier (Prof.), 581-6148, ethier@math.utah.edu.
Instructor office hours: 2:00--2:50 and 4:35--5:00 MW, JWB 119. Other times are available by appointment.
Prerequisite: Math 5010, Introduction to Probability. (This is essential!)
Text: Introduction to Probability and Mathematical Statistics, 2nd Ed., by Bain and Engelhardt.
Topics covered: Estimation theory. We will review some probability topics (Chapters 6 and 7) and cover sampling distributions, point estimation, sufficiency and completeness, and interval estimation (Chapters 8-11). Math 5090 will deal with hypothesis testing and linear models.
Grades: Based on weekly 15-minute quizzes (20%), two one-hour midterm exams (25% each), at about 6 and 12 weeks, and a final exam (30%). The dates of the midterms will be confirmed at least a week in advance and posted on this page. The final exam is scheduled for Monday, Dec. 14, 6--8 pm. Early exams are never given.
Homework/Quizzes: Assigned problems will be posted on this webpage on Thursdays with solutions posted on Canvas by the following Tuesday. Because these solutions can probably be found on the Internet, you will not have to turn in your work. But you should attempt these problems before looking at the solutions, because a quiz will be given on Wednesday to test your understanding of the material. Your two lowest quiz scores will be dropped before averaging, to allow for up to two absences. There are no make-up quizzes.
Exams: Exams can be made up if there is a very good justification and if arrangements are made in advance, but this is rare. (Phone the department office before the exam begins to give notification if the instructor is not available; 581-6851.) Students with disabilities can take exams at the CDS the next day.
Expected learning outcomes: The student who successfully completes the course will be conversant with the basics of estimation theory, including such topics as transformations of densities, order statistics, asymptotic normality, sampling distributions, chi-squared, t, and F distributions, maximum likelihood estimation, sufficiency, minimum variance unbiased estimation, and interval estimation.
This will provide enough preparation for Math 5090 (Statistical Inference II, mainly hypothesis testing).
- Week 1: Aug. 24, 26. We covered Section 6.2 and nearly finished Section 6.3. Assignment 1: Chapter 6, Exercises 2, 4, 9, 10, 13, 14(b), 16(a). You should attempt these problems before next week's quiz. Solutions will be posted on Canvas next Tuesday. Actually, Canvas is misbehaving, so I will post it here until that issue is resolved. Assn. 1 solutions.
- Week 2: Aug. 31, Sep. 2. We nearly finished Chapter 6. (We will omit the section on censored sampling.) Assignment 2: Chapter 6, Exercises 18, 25, 27, 28, 29, 31.
Quiz 1 solution. Assn. 2 solutions.
- Week 3: Sep. 9. We finished Chapter 6 and began Chapter 7, covering through Section 7.2. Assignment 3: Chapter 7, Exercises 1, 2, 3. Quiz 2 solution. Assn. 3 solutions.
- Week 4: Sep. 14, 16. We nearly finished Chapter 7, omitting Section 7.8. Assignment 4: Chapter 7, Exercises 7, 15, 16, 17.
Quiz 3 solution. Assn. 4 solutions.
- Week 5: Sep. 21, 23. We covered Chapter 8 through the chi squared, t, and F distributions. Assignment 5. Chapter 8, Exercises 13, 15. Quiz 4 solution. Assn. 5 solutions.
- Week 6: Sep. 28, 30. We finished Chapter 8 and began Chapter 9, Point Estimation. No new assignment for next week except to prepare for the midterm exam. Quiz 5 solution.
- Week 7: Oct. 5, 7. We nearly finished maximum likelihood estimators and had Exam 1. Assignment 6: Chapter 9, Exercises 1--6. Exam 1 solutions. Assn. 6 solutions.
- Week 8: Oct. 19, 21. We continued Chapter 9 though the CRLB. Assignment 7: Chapter 9, Exercises 13, 17, 21, 23, 26. Quiz 6 solution. Assn. 7 solutions.
- Week 9: Oct. 26, 28. We nearly finished Chapter 9, covering Bayes estimators. Assignment 8: Chapter 9, Exercises 28, 34, 40, 44. Quiz 7 solution. Assn. 8 solutions.
- Week 10: Nov. 2, 4. We covered sufficiency and the factorization theorem. Assignment 9: Chapter 10, Exercises 5, 10, 12, 13, 14. Quiz 8 solution. Assn. 9 solutions.
- Week 11: Nov. 9, 11. We covered Rao-Blackwell, Lehmann-Scheffe, and regular exponential class. Assignment 10: Chapter 10, Exercises 17--22. Also, prepare for midterm exam 2. Quiz 9 solution. Assn. 10 solutions.
- Week 12: Nov. 16, 18. We finished Chapter 10 and had Midterm Exam 2. No new assignment this week. Exam 2 solutions.
- Week 13: Nov. 23, 25. We covered confidence intervals through page 367. Assignment 11: Chapter 11, Exercises 1, 5, 7, 13. Assn. 11 solutions.
- Week 14: Nov. 30, Dec. 2. We finished Chapter 11, omitting Section 11.6. Assignment 12: Chapter 11, Exercises 8, 10, 11, 15, 19. Quiz 10 solution. Assn. 12 solutions.
- Week 15: Dec. 7, 9. This last week will be devoted to reviewing for the final exam. Quiz 11 solution.
Monday, December 21, 7:30 pm. Grades have been posted to CIS.